Paper: arXiv 2511.01125

Authors: Takashi Furuya, Anastasis Kratsios, Dylan Possamaï, Bogdan Raonić

Abstract

We introduce a mild generative variant of the classical neural operator model, which leverages Kolmogorov–Arnold networks to solve infinite families of second-order backward stochastic differential equations ($2$BSDEs) on regular bounded Euclidean domains with random terminal time. Our first main result shows that the solution operator associated with a broad range of $2$BSDE families is approximable by appropriate neural operator models. We then identify a structured subclass of (infinite) families of $2$BSDEs whose neural operator approximation requires only a polynomial number of parameters in the reciprocal approximation rate, as opposed to the exponential requirement in general worst-case neural operator guarantees.

Complexity vs Empirical Score

  • Math Complexity: 9.2/10
  • Empirical Rigor: 1.5/10
  • Quadrant: Lab Rats — theoretically deep, empirically untested

Why this score: The paper is highly mathematically complex, featuring dense advanced mathematics including stochastic differential equations, elliptic PDEs, Sobolev spaces, and neural operator theory with polynomial/exponential approximation rates. It shows very low empirical rigor as it presents theoretical approximation theorems without any code, backtests, datasets, or implementation-heavy details; it focuses on pure mathematical theory rather than practical application.

Research Flowchart

  flowchart TD
  A["Research Goal:<br>Solve infinite families of 2BSDEs<br>using Neural Operators"] --> B["Methodology:<br>Neural Operator +<br>Kolmogorov-Arnold Networks KANs"]
  B --> C["Data/Input:<br>Regular bounded Euclidean domains<br>with random terminal time"]
  C --> D["Computational Process:<br>Approximation of the<br>solution operator for 2BSDEs"]
  D --> E["Key Finding 1:<br>Solution operator is approximable<br>by Neural Operators"]
  D --> F["Key Finding 2:<br>Structured subclass requires only<br>Polynomial parameters for convergence"]
  E --> G["Outcome:<br>One model to solve<br>infinite families of 2BSDEs"]
  F --> G

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  1291. Investors as regulators: green bonds and the governance challenges of the sustainable finance revolution (2018)
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  1353. Efficient hedging: cost versus shortfall risk (2000)
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  1362. Inverting the M arkovian projection, with an application to local stochastic volatility models (2020)
  1363. A nonlinear partial integro-differential equation from mathematical finance (2010)
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  1379. The market generator (2019)
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  1833. Conditional optimal stopping: a time-inconsistent optimization (2020)
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  1838. The stochastic F ubini theorem revisited (2011)
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  1840. Psychology and economics (1998)
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  1842. Incentives for procrastinators (1999)
  1843. Doing it now or later (1999)
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  1846. A solvable time-inconsistent principal–agent problem (2018)
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  1849. Behavioral contract theory (2014)
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  1851. Forward rank-dependent performance criteria: time-consistent investment under probability distortion (2021)
  1852. Exploiting na " i vet'e about self-control in the credit market (2010)
  1853. Optimal equilibria for time-inconsistent stopping problems in continuous time (2020)
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  1855. Optimal exit time from casino gambling: strategies of precommitted and naive gamblers (2019)
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  1857. Ramsey meets L aibson in the neoclassical growth model (1999)
  1858. Dynamic mean–variance asset allocation (2010)
  1859. Time inconsistent stochastic control in continuous time: theory and examples (2016)
  1860. Mean–variance portfolio optimization with state-dependent risk aversion (2014)
  1861. Psychology and economics: evidence from the field (2009)
  1862. Contracting with diversely naive agents (2006)
  1863. Risk, ambiguity and the S avage axioms (1961)
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  1869. Optimal stochastic control, stochastic target problems, and backward SDE (2013)
  1870. Continuous exponential martingales and BMO (1994)
  1871. Why has CEO pay increased so much? (2008)
  1872. Corporate liquidity management under moral hazard (2019)
  1873. Moral hazard with bounded payments (2008)
  1874. Renegotiating moral hazard contracts under limited liability and monotonicity (2001)
  1875. A theory of sales quotas with limited liability and rent sharing (2000)
  1876. Superposition and mimicking theorems for conditional M c K ean– V lasov equations (2023)
  1877. On certain questions in the theory of optimal control (1962)
  1878. Viscosity solutions of fully nonlinear elliptic path dependent partial differential equations (2016)
  1879. Backward stochastic differential equations with no driving martingale and pseudo- PDEs (2022)
  1880. Martingale driven BSDE s, PDE s and other related deterministic problems (2021)
  1881. Forward backward SDE s in weak formulation (2018)
  1882. Weak existence and uniqueness for forward–backward SDE s (2006)
  1883. On weak solutions of backward stochastic differential equations (2005)
  1884. On the continuity of weak solutions of backward stochastic differential equations (2008)
  1885. Weak solutions of backward stochastic differential equations with continuous generator (2014)
  1886. Weak solutions of forward–backward SDE ’s (2003)
  1887. Well-posedness of backward stochastic differential equations with general filtration (2013)
  1888. Numerical F ourier method and second-order T aylor scheme for backward SDE s in finance (2016)
  1889. A F ourier cosine method for an efficient computation of solutions to BSDE s (2015)
  1890. Numerical approximation of general L ipschitz BSDE s with branching processes (2019)
  1891. Optimal and better transport plans (2009)
  1892. On a class of optimal transportation problems with infinitely many marginals (2013)
  1893. Grossissement initial, hypoth `e se $( H ^\prime)$ et th 'e or `e me de G irsanov (1985)
  1894. Sopra l’integrazione delle serie (1906)
  1895. Le \c c ons sur l’int 'e gration et la recherche des fonctions primitives (1904)
  1896. Causal optimal transport: theory and applications (2017)
  1897. Mean field games via controlled martingale problems: existence of M arkovian equilibria (2015)
  1898. Statistics of random processes I (1977)
  1899. Martingale measure approximation, application to the control of diffusions (1992)
  1900. Extended mean field control problems: stochastic maximum principle and transport perspective (2019)
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  1902. Points d’ 'e quilibre dans les jeux stochastiques de somme non nulle (1994)
  1903. Nonzero sum linear–quadratic stochastic differential games and backward–forward equations (1999)
  1904. Backward–forward SDE ’s and stochastic differential games (1998)
  1905. Existence of N ash equilibrium points for M arkovian non–zero-sum stochastic differential games with unbounded coefficients (2015)
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  1907. Path-dependent equations and viscosity solutions in infinite dimension (2018)
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  1910. Stochastic volatility extensions of the swap market model (2008)
  1911. Jumps and stochastic volatility: exchange rate processes implicit in D eutsche mark options (1996)
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  1913. The term structure of simple forward rates with jump risk (2003)
  1914. A stochastic volatility swap market model (2006)
  1915. Markov representation of the H eath– J arrow– M orton model (2001)
  1916. Manufacturing and managing customer-driven derivatives (2016)
  1917. Interest rate models—theory and practice (2006)
  1918. Swap market model: theory and empirical evidence (2008)
  1919. Arbitrage-free discretization of lognormal forward LIBOR and swap rate models (2000)
  1920. Constructive theory of market models for interest-rate derivatives (2007)
  1921. Modelling and calibration of swap market models (2003)
  1922. A nonparametric local volatility model for swaptions smile (2018)
  1923. Non-parametric local volatility swaption formula revisited (2016)
  1924. Towards a general local volatility model for all asset classes (2019)
  1925. A LIBOR market model with stochastic basis (2010)
  1926. LIBOR local volatility model: a new interest rate smile model (2016)
  1927. Extended LIBOR market models with affine and quadratic volatility (2000)
  1928. LIBOR market models with stochastic basis (2010)
  1929. LIBOR market models versus swap market models for pricing interest rate derivatives: an empirical analysis (2001)
  1930. Non-parametric local volatility formula for interest rate swaptions (2016)
  1931. Interest rate models enhanced with local volatility (2016)
  1932. The swap market model with local stochastic volatility (2018)
  1933. A unified view of LIBOR models (2016)
  1934. Old and new approaches to LIBOR modeling (2010)
  1935. New and robust drift approximations for the LIBOR market model (2008)
  1936. Lognormal approximations to LIBOR market models (2002)
  1937. Strong T aylor approximation of SDE s and application to the L 'e vy LIBOR model (2010)
  1938. Weak and strong T aylor methods for numerical solutions of stochastic differential equations (2011)
  1939. The affine LIBOR models (2013)
  1940. LIBOR model with expiry-wise stochastic volatility and displacement (2013)
  1941. Multiple stochastic volatility extension of the LIBOR market model and its implementation (2009)
  1942. Valuation of floating range notes in L 'evy term-structure models (2006)
  1943. Exact pricing formulae for caps and swaptions in a L 'e vy term structure model (2006)
  1944. LIBOR market model with semimartingales (1999)
  1945. The L 'e vy LIBOR model (2005)
  1946. The term structure of interbank risk (2013)
  1947. A note on the swap market model (2005)
  1948. Generic market models (2006)
  1949. Single and multi-currency co-initial swap market models (1997)
  1950. The co-initial swap market model (2004)
  1951. Theory and calibration of swap market models (2007)
  1952. Pricing swap options using the forward swap market (1990)
  1953. Models of forward LIBOR and swap rates (1999)
  1954. Solving SABR in exact form and unifying it with LIBOR market model (2009)
  1955. LIBOR market model with SABR style stochastic volatility (2008)
  1956. LIBOR market model with stochastic volatility (2003)
  1957. LIBOR market model with stochastic volatility (2006)
  1958. LIBOR market model: from deterministic to stochastic volatility (2002)
  1959. A stochastic volatility forward LIBOR model with a term structure of volatility smiles (2003)
  1960. A stochastic-volatility, displaced-diffusion extension of the LIBOR market model (2003)
  1961. Extended LIBOR market models with stochastic volatility (2001)
  1962. Managing smile risk (2002)
  1963. Alternative asset-price dynamics and volatility smile (2003)
  1964. Analytical pricing of the smile in a forward LIBOR market model (2003)
  1965. Lognormal-mixture dynamics and calibration to market volatility smiles (2002)
  1966. Displaced and mixture diffusions for analytically-tractable smile models (2002)
  1967. A mixed-up smile (2000)
  1968. Volatility skews and extensions of the LIBOR market model (2000)
  1969. Stochastic calculus for finance II : continuous-time models (2004)
  1970. Dual swap and swaption formulae in the normal and lognormal models (1996)
  1971. Rank-$2$ swaption formulae (1997)
  1972. Forward rate volatilities, swap rate volatilities, and implementation of the LIBOR market model (2000)
  1973. On the pricing implications of the joint lognormal assumption for the swaption and cap markets (1999)
  1974. Long forward and zero-coupon rates can never fall (1996)
  1975. Equilibrium asset pricing with transaction costs (2021)
  1976. A necessary and sufficient condition for rationalizability in a quasi-linear context (1987)
  1977. The taxation principle and multi-time H amilton– J acobi equations (1985)
  1978. Multi-dimensional screening: a user’s guide (1999)
  1979. Monopoly pricing of capacity usage under asymmetric information (1993)
  1980. The direct approach to debt option pricing (1994)
  1981. A note on pricing interest rate derivatives when forward LIBOR rates are lognormal (1997)
  1982. Option pricing in the presence of natural boundaries and a quadratic diffusion term (1997)
  1983. On the fundamental theorem of asset pricing (2015)
  1984. A version of the fundamental theorem of asset pricing (1999)
  1985. "U ber das P roblem der W ohlordnung (1915)
  1986. Two classical surprises concerning the axiom of choice and the continuum hypothesis (2002)
  1987. Ueber unendliche, lineare P unktmannichfaltigkeiten (1883)
  1988. On the integration of discontinuous functions (1874)
  1989. Sul problema della misura dei gruppi di punti di una retta (1905)
  1990. Der B eweis des F undamentalsatzes der I ntegralrechnung (1880)
  1991. Alcune osservazioni sulle funzioni punteggiate discontinue (1881)
  1992. Introduction to option pricing theory (2000)
  1993. A new look at the fundamental theorem of asset pricing (1998)
  1994. What is a free lunch? (2004)
  1995. A note on the no arbitrage condition for international financial markets (1996)
  1996. The notion of arbitrage and free lunch in mathematical finance (2008)
  1997. Attainable claims with $p$‘th moments (1996)
  1998. Arbitrage possibilities in B essel processes and their relations to local martingales (1995)
  1999. The no-arbitrage property under a change of num 'e raire (1995)
  2000. The existence of absolutely continuous local martingale measures (1995)
  2001. The fundamental theorem of asset pricing for unbounded stochastic processes (1998)
  2002. Non-arbitrage and the fundamental theorem of asset pricing: summary of main results (1999)
  2003. Non-arbitrage and the fundamental theorem of asset pricing (1993)
  2004. Almost sure characterization of martingales (1994)
  2005. The analysis of finite security markets using martingales (1987)
  2006. A stochastic calculus model of continuous trading: complete markets (1983)
  2007. Arbitrage and free lunch with bounded risk for unbounded continuous processes (1994)
  2008. On the existence of equivalent local martingale measures (1991)
  2009. Representing martingale measures when asset prices are continuous and bounded (1992)
  2010. Martingale measures for discrete-time processes with infinite horizon (1994)
  2011. Martingale measures for a class of right-continuous processes (1993)
  2012. A remark on arbitrage and martingale measure (1993)
  2013. Quelques remarques sur un th 'e or `e me de Y an (1990)
  2014. A H ilbert space proof of the fundamental theorem of asset pricing in finite discrete time (1992)
  2015. Equivalent martingale measures and no-arbitrage (1994)
  2016. A teacher’s note on no-arbitrage criteria (2001)
  2017. No-arbitrage and equivalent martingale measures: an elementary proof of the H arrison– P liska theorem (1995)
  2018. Local martingales and the fundamental asset pricing theorems in the discrete-time case (1998)
  2019. On the fundamental theorem of asset pricing with an infinite state space (1991)
  2020. Equivalent martingale measures and no-arbitrage in stochastic securities market models (1990)
  2021. Multiperiod security markets with differential information: martingales and resolution times (1986)
  2022. Caract 'e risation d’une classe d’ensembles convexes de $ L ^1$ ou $ H ^1$ (1980)
  2023. Arbitrage et lois de martingale (1990)
  2024. Arbitrage and equilibrium in economies with infinitely many commodities (1981)
  2025. Martingales and stochastic integrals in the theory of continuous trading (1981)
  2026. Martingales and arbitrage in multiperiod securities markets (1979)
  2027. The pricing of options and corporate liabilities (1973)
  2028. A family of humped volatility models (2001)
  2029. The market model of interest rate dynamics (1997)
  2030. Closed form term structure derivatives in a H eath– J arrow– M orton model with log-normal annually compounded interest rates (1994)
  2031. Lognormality of rates and term structure models (2000)
  2032. Different dynamical specifications of the term structure of interest rates and their implications (1993)
  2033. Closed form solutions for term structure derivatives with log-normal interest rates (1997)
  2034. LIBOR and swap market models and measures (1997)
  2035. Continuous-time term structure models: forward measure approach (1997)
  2036. Martingale methods in financial modeling (1997)
  2037. A multifactor G auss M arkov implementation of H eath, J arrow, and M orton (1994)
  2038. The pricing of commodity options with stochastic interest rates (1987)
  2039. Continuous-time limits in the generalized H o– L ee framework under the forward measure (1996)
  2040. The one-factor G aussian interest rate model: theory and implementation (1988)
  2041. Weak convergence of term structure movements and the connection of prices and interest rates (1993)
  2042. A review of the H o and L ee model (1992)
  2043. The structure of binomial lattice models for bonds (1998)
  2044. A simple approach to the pricing of interest rate options (1991)
  2045. Volatility structures of forward rates and the dynamics of the term structure (1995)
  2046. Term structure movements and pricing interest rate contingent claims (1986)
  2047. Bond pricing and the term structure of interest rates: a new methodology for contingent claims valuation (1992)
  2048. The stochastic properties of term structure movements (1987)
  2049. An arbitrage model of the term structure of interest rates (1978)
  2050. A multivariate model of the term structure (1980)
  2051. Savings bonds, retractable bonds and callable bonds (1977)
  2052. Factor models and the shape of the term structure (1998)
  2053. On short rate processes and their implications for term structure movements (1994)
  2054. Bond and option pricing when short rates are lognormal (1991)
  2055. The valuation of interest rate derivatives in a multi-factor term structure model with deterministic components (1995)
  2056. Positive interest rates and non-linear term structure models (1998)
  2057. Bond and bond option pricing based on the current term structure (1997)
  2058. On deterministic shift extensions of short-rate models (1998)
  2059. A deterministic-shift extension of analytically-tractable and time-homogeneous short-rate models (2001)
  2060. Which model for term-structure of interest rates should one use? (1995)
  2061. Solution of the extended CIR term structure and bond option valuation (1996)
  2062. A simple class of square-root interest-rate models (1995)
  2063. A note on the models of H ull and W hite for pricing options on the term structure (1995)
  2064. A note on the models of H ull and W hite for pricing options on the term structure: response (1995)
  2065. Numerical procedures for implementing term structure models II : two-factor models (1994)
  2066. Numerical procedures for implementing term structure models I : single-factor models (1994)
  2067. One-factor interest-rate models and the valuation of interest-rate derivative securities (1993)
  2068. The pricing of options on interest rate caps and floors using the H ull– W hite model (1993)
  2069. Bond option pricing based on a model for the evolution of bond prices (1993)
  2070. Pricing interest-rate–derivative securities (1990)
  2071. A nonlinear general equilibrium model of the term structure of interest rates (1989)
  2072. The valuation of options on coupon bonds (1993)
  2073. The pricing of options on default-free bonds (1982)
  2074. A term structure model and the pricing of interest rate derivatives (1993)
  2075. A term structure model and the pricing of interest rate options (1989)
  2076. A one-factor model of interest rates and its application to treasury bond options (1990)
  2077. Analyzing convertible bonds (1980)
  2078. A note on the stability of lognormal interest rate models and the pricing of Eurodollar futures (1997)
  2079. The lognormal interest rate model and eurodollar futures (1993)
  2080. Theory of rational option pricing (1973)
  2081. An exact bond option formula (1989)
  2082. On the term structure of interest rates (1978)
  2083. An equilibrium characterization of the term structure (1977)
  2084. A theory of the term structure of interest rates (1985)
  2085. An intertemporal general equilibrium model of asset prices (1985)
  2086. Pricing and hedging swaps (1991)
  2087. The term structure of interest rates. Volume 1 (1990)
  2088. A reexamination of traditional hypotheses about the term structure: a comment (1993)
  2089. Time varying term premia and traditional hypotheses about the term structure (1990)
  2090. Term premiums in bond returns (1984)
  2091. A re-examination of traditional hypotheses about the term structure of interest rates (1981)
  2092. A defense of traditional hypotheses about the term structure of interest rates (1986)
  2093. Uniqueness for linear–quadratic mean field games with common noise (2018)
  2094. Selection of equilibria in a linear quadratic mean-field game (2020)
  2095. Mean field game of controls and an application to trade crowding (2018)
  2096. Electricity price dynamics in the smart grid: a mean-field–type game perspective (2018)
  2097. Mean-field stochastic linear quadratic optimal control problems: closed-loop solvability (2016)
  2098. Linear quadratic optimal control problems for mean-field backward stochastic differential equations (2019)
  2099. A linear–quadratic optimal control problem for mean-field stochastic differential equations in infinite horizon (2015)
  2100. A weak martingale approach to linear–quadratic M c K ean– V lasov stochastic control problems (2019)
  2101. Linear quadratic mean field type control and mean field games with common noise, with application to production of an exhaustible resource (2016)
  2102. On mean field games with common noise and M c K ean– V lasov SPDE s (2019)
  2103. Translation invariant mean field games with common noise (2015)
  2104. Mc K ean– V lasov optimal control: the dynamic programming principle (2022)
  2105. Stability of M c K ean– V lasov stochastic differential equations and applications (2020)
  2106. Dynamic programming in complete separable spaces (1977)
  2107. Probability measures and the $ C $-sets of S elivanovskij (1978)
  2108. Resolution of measurability problems in discrete-time stochastic control (1979)
  2109. Dynamic programming for controlled M arkov families: abstractly and over martingale measures (2014)
  2110. Optimal control and zero-sum stochastic differential game problems of mean-field type (2020)
  2111. On the interpretation of the master equation (2017)
  2112. Quenched mass transport of particles towards a target (2020)
  2113. A mean-field stochastic control problem with partial observations (2017)
  2114. Mitteilungen zur L ehre vom T ransfiniten (1888)
  2115. On the relaxed mean-field stochastic control problem (2018)
  2116. Existence of optimal controls for systems governed by mean-field stochastic differential equations (2014)
  2117. Existence and optimality conditions for relaxed mean-field stochastic control problems (2017)
  2118. The relaxed optimal control problem for mean-field SDE s systems and application (2014)
  2119. Mc K ean– V lasov optimal control: limit theory and equivalence between different formulations (2022)
  2120. Mimicking an I t ^o process by a solution of a stochastic differential equation (2013)
  2121. Viscosity solutions to parabolic master equations and M c K ean– V lasov SDE s with closed-loop controls (2020)
  2122. Representation and approximation of martingale measures (1992)
  2123. Stochastic partial differential equations: six perspectives (1999)
  2124. Large deviation properties of weakly interacting processes via weak convergence methods (2012)
  2125. Continuous time mean–variance portfolio optimization through the mean field approach (2016)
  2126. On the M c K ean– V lasov limit for interacting diffusions (1988)
  2127. Stochastic particle approximations for generalized B oltzmann models and convergence estimates (1997)
  2128. Large systems of diffusions interacting through their ranks (2012)
  2129. Propagation of chaos for rank-based interacting diffusions and long time behaviour of a scalar quasilinear parabolic equation (2013)
  2130. Propagation of chaos and fluctuations for a moderate model with smooth initial data (1998)
  2131. A propagation of chaos result for a system of particles with moderate interaction (1987)
  2132. Asymptotic behaviour of some interacting particle systems; M c K ean– V lasov and B oltzmann models (1996)
  2133. A law of large numbers for moderately interacting diffusion processes (1985)
  2134. A martingale approach to the law of large numbers for weakly interacting stochastic processes (1984)
  2135. Backward stochastic V olterra integral equations—a brief survey (2013)
  2136. Recursive utility processes, dynamic risk measures and quadratic backward stochastic V olterra integral equations (2021)
  2137. On solutions of backward stochastic V olterra integral equations with jumps in Hilbert spaces (2010)
  2138. Path-dependent backward stochastic V olterra integral equations with jumps, differentiability and duality principle (2018)
  2139. Adapted solution of a backward stochastic nonlinear V olterra integral equation (2002)
  2140. Linear V olterra backward stochastic integral equations (2019)
  2141. On a class of backward stochastic V olterra integral equations (2013)
  2142. Backward stochastic V olterra integral equations with additive perturbations (2015)
  2143. Well-posedness and regularity of backward stochastic V olterra integral equations (2008)
  2144. A test for the rank of the volatility process: the random perturbation approach (2013)
  2145. Testing the maximal rank of the volatility process for continuous diffusions observed with noise (2017)
  2146. Estimation of the B rownian dimension of a continuous I t ^o process (2008)
  2147. On countervailing incentives (1995)
  2148. Countervailing incentives in agency problems (1989)
  2149. Participation constraints in adverse selection models (2000)
  2150. Calcul d’ I t ^o sans probabilit 'e s (1981)
  2151. Trading strategies generated by L yapunov functions (2017)
  2152. A martingale approach for fractional B rownian motions and related path dependent PDE s (2019)
  2153. Backward stochastic V olterra integral equations—representation of adapted solutions (2019)
  2154. Backward stochastic V olterra integral equations and some related problems (2006)
  2155. Zero-sum path-dependent stochastic differential games in weak formulation (2020)
  2156. Viscosity solutions of a system of nonlinear second-order elliptic PDE s arising in switching games (1991)
  2157. Viscosity solutions for monotone systems of second-order elliptic PDE s (1991)
  2158. Generalised solutions for fully nonlinear PDE systems and existence–uniqueness theorems (2017)
  2159. Principal–agent problem with common agency without communication (2018)
  2160. Mean-field moral hazard for optimal energy demand response management (2021)
  2161. Existence of optimal mechanisms in principal–agent problems (2017)
  2162. The existence of optimal contracts in the principal–agent model (1987)
  2163. Generalized equilibrium results for games with incomplete information (1988)
  2164. Stability results for martingale representations: the general case (2019)
  2165. Gesammelte A bhandlungen mathematischen und philosophischen I nhalts (1932)
  2166. "A hnliche (deutliche) A bbildung und "a hnliche S ysteme (1932)
  2167. Untersuchugen aus der M engenlehre (1901)
  2168. "U ber G . C antorsche S "a tze (1896)
  2169. Mitteilungen zur L ehre vom T ransfiniten (1887)
  2170. Beitr "a ge zur B egr "u ndung der transfiniten M engenlehre (1897)
  2171. Beitr "a ge zur B egr "u ndung der transfiniten M engenlehre (1895)
  2172. Alternative theoretical frameworks for finite horizon discrete-time stochastic optimal control (1978)
  2173. Universally measurable policies in dynamic programming (1979)
  2174. Dynamic programming in B orel spaces (1978)
  2175. Linear–quadratic optimal control problems for mean-field stochastic differential equations (2013)
  2176. A general stochastic maximum principle for SDE s of mean-field type (2011)
  2177. Foundations of kinetic theory (1956)
  2178. Propagation of chaos for a class of non-linear parabolic equations (1969)
  2179. Mimicking the one-dimensional marginal distributions of processes having an I t^o differential (1986)
  2180. Sur un type de convergence interm 'e diaire entre la convergence en loi et la convergence en probabilit 'e (1981)
  2181. On the uniqueness of solutions of stochastic differential equations II (1971)
  2182. On the uniqueness of solutions of stochastic differential equations (1971)
  2183. Particle representations for a class of nonlinear SPDE s (1999)
  2184. On the approximation of measurable functions by continuous functions (1996)
  2185. Weak and strong solutions of general stochastic models (2014)
  2186. Repr 'e sentation des processus ponctuels multivari 'e s `a l’aide d’un processus de Poisson (1977)
  2187. Martingale measures and stochastic calculus (1990)
  2188. On stochastic relaxed control for partially observed diffusions (1984)
  2189. A general characterization of the mean field limit for stochastic differential games (2016)
  2190. Limit theory for controlled M c K ean– V lasov dynamics (2017)
  2191. Reflected BSDE s and robust optimal stopping for dynamic risk measures with jumps (2014)
  2192. American options in an imperfect complete market with default (2018)
  2193. Game options in an imperfect market with default (2017)
  2194. Generalized D ynkin games and doubly reflected BSDE s with jumps (2016)
  2195. Reflected backward stochastic differential equation with jumps and random obstacle (2003)
  2196. Reflected backward SDE s with general jumps (2016)
  2197. Reflected BSDE ’s with discontinuous barrier and application (2002)
  2198. Reflected BSDE s with random default time and related mixed optimal stopping–control problems (2013)
  2199. Reflected backward stochastic differential equation with jumps and RCLL obstacle (2008)
  2200. The predictable representation property of compensated–covariation stable families of martingales. (2016)
  2201. Strong and weak equilibria for time-inconsistent stochastic control in continuous time (2021)
  2202. Time-inconsistent recursive stochastic optimal control problems (2017)
  2203. Weak differentiability of W iener functionals and occupation times (2018)
  2204. A weak version of path-dependent functional I t ^o calculus (2018)
  2205. Infinite time interval BSDE s and the convergence of $g$-martingales (2000)
  2206. Uniqueness of solution to scalar BSDE s with $ L \exp\Big(\mu\sqrt 2\log(1+ L ) \Big)$-integrable terminal values (2018)
  2207. Knowledge is (less) power: experimental evidence from residential energy use (2014)
  2208. The effect of utility time-varying pricing and load control strategies on residential summer peak electricity use: a review (2010)
  2209. A review of intervention studies aimed at household energy conservation (2005)
  2210. Finite-state contract theory with a principal and a field of agents (2021)
  2211. Probabilistic theory of mean field games with applications II (2018)
  2212. Probabilistic theory of mean field games with applications I (2018)
  2213. Generalized solutions of H amilton– J acobi equations (1982)
  2214. Finding adapted solutions of forward–backward stochastic differential equations: method of continuation (1997)
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  2660. S 'e lection adverse et aversion pour le risque (1990)
  2661. Multi-product quantity-dependent prices and profitability constraints (1980)
  2662. Monopoly and product quality (1978)
  2663. The first-order approach to principal–agent problems (1985)
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  2665. Using cost observation to regulate firms (1986)
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  2667. Principals competing for an agent in the presence of adverse selection and moral hazard (1993)
  2668. Moral hazard, adverse selection, and the optimal provision of social insurance (1983)
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  2671. Representing filtration consistent nonlinear expectations as $g$-expectations in general probability spaces (2012)
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  2679. Being serious about non-commitment: subgame perfect equilibrium in continuous time (2006)
  2680. Multiple solutions under quasi-exponential discounting (2009)
  2681. Dynamic choices of hyperbolic consumers (2001)
  2682. Consumption and portfolio rules for time-inconsistent investors (2010)
  2683. Consistent planning (1968)
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  2687. Does uncertainty matter? C onsumer behavior under three-part tariffs (2007)
  2688. Paying not to go to the gym (2006)
  2689. Incentives for procrastinators (1999)
  2690. Doing it now or later (1999)
  2691. Time discounting and time preference: a critical review (2002)
  2692. A dual-self model of impulse control (2006)
  2693. Temptation and self-control (2001)
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  2698. Dynamic mechanism design: incentive compatibility, profit maximization and information disclosure (2009)
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  2727. Optimal risk-sharing with effort and project choice (2007)
  2728. The theory of industrial organization (1988)
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  2730. Targeting customers for demand response based on big data (2014)
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  2732. Demand response in adjustment markets for electricity (2015)
  2733. Residential consumer attitudes to time-varying pricing (2014)
  2734. The state-of-the-art in short-term prediction of wind power: a literature overview (2011)
  2735. $\text CO _2$ emissions from fuel combustion (2016)
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  2737. Reflected BSDE s on filtered probability spaces (2015)
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  2741. Strong solutions of semilinear parabolic equations with measure data and generalized backward stochastic differential equations (2012)
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  2743. BSDE s with monotone generator and two irregular reflecting barriers (2013)
  2744. Dirichlet forms and semilinear elliptic equations with measure data (2013)
  2745. Reflected BSDE s and the obstacle problem for semilinear PDE s in divergence form (2012)
  2746. Penalization method for reflected backward stochastic differential equations with one r.c.l.l. barrier (2005)
  2747. Tribus de M eyer et th 'e orie des processus (1980)
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  2750. Sharp martingale and semimartingale inequalities (2012)
  2751. Constrained BSDE and viscosity solutions of variation inequalities (2007)
  2752. Approximating random variables by stochastic integrals (1994)
  2753. On the monotonicity principle of optimal S korokhod embedding problem (2016)
  2754. Second order backward SDE s, fully nonlinear PDE s, and applications in finance (2010)
  2755. Tightness and duality of martingale transport on the S korokhod space (2017)
  2756. Optimal S korokhod embedding under finitely many marginal constraints (2016)
  2757. Martingale inequalities for the maximum via pathwise arguments (2015)
  2758. Incomplete markets, transaction costs and liquidity effects (1997)
  2759. Monte C arlo estimation of a joint density using M alliavin calculus, and application to A merican options (2006)
  2760. Large deviations for non- M arkovian diffusions and a path-dependent eikonal equation (2016)
  2761. Optimal S korokhod embedding given full marginals and A z 'e ma– Y or peacocks (2017)
  2762. An explicit martingale version of the one-dimensional B renier’s theorem with full marginals constraint (2016)
  2763. Penalty approximation and analytical characterization of the problem of super-replication under portfolio constraints (2005)
  2764. Hedging under gamma constraints by optimal stopping and face-lifting (2007)
  2765. Identification of scalar diffusions using eigenvectors (1998)
  2766. On super-replication in discrete time under transaction costs (2001)
  2767. Merton problem with taxes: characterization, computation, and approximation (2010)
  2768. Optimal insurance demand under marked point processes shocks (2000)
  2769. Kernel estimation of G reek weights by parameter randomization (2007)
  2770. Detecting the maximum of a scalar diffusion with negative drift (2012)
  2771. Optimal investment with taxes: an optimal control problem with endogeneous delay (1999)
  2772. A numerical algorithm for a class of BSDE s via the branching process (2014)
  2773. Optimal investment with taxes: an existence result (2000)
  2774. No arbitrage conditions and liquidity (2007)
  2775. Singular forward–backward stochastic differential equations and emissions derivatives (2013)
  2776. An explicit martingale version of the one-dimensional B renier theorem (2016)
  2777. Maturity randomization for stochastic control problems (2005)
  2778. No arbitrage in discrete time under portfolio constraints (2001)
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  2780. Testing for embeddability by stationary reversible continuous-time M arkov processes (1998)
  2781. Valuation of power plants by utility indifference and numerical computation (2009)
  2782. Hedging and vertical integration in electricity markets (2011)
  2783. Discrete-time approximation of BSDE s and probabilistic schemes for fully nonlinear PDE s (2009)
  2784. Small time path behavior of double stochastic integrals and applications to stochastic control (2005)
  2785. Optimal transportation under controlled stochastic dynamics (2013)
  2786. Direct characterization of the value of super-replication under stochastic volatility and portfolio constraints (2000)
  2787. The problem of super-replication under constraints (2003)
  2788. The dynamic programming equation for second order stochastic target problems (2009)
  2789. The maximum maximum of a martingale with given $ \mathbf n $ marginals (2016)
  2790. Optimal lifetime consumption and investment under a drawdown constraint (2008)
  2791. Small noise expansion and importance sampling (1997)
  2792. A structural risk-neutral model of electricity prices (2009)
  2793. A stochastic representation for mean curvature type geometric flows (2003)
  2794. The multi-dimensional super-replication problem under gamma constraints (2005)
  2795. Dual formulation of the utility maximization problem under transaction costs (2001)
  2796. Equilibrium state prices in a stochastic volatility model (1996)
  2797. Continuous-time D ynkin games with mixed strategies (2002)
  2798. The fundamental theorem of asset pricing with cone constraints (1999)
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  2801. Statistical inference for random-variance option pricing (2000)
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  2803. Stochastic target problems, dynamic programming, and viscosity solutions (2002)
  2804. Calibration by simulation for small sample bias correction (2000)
  2805. Dynamic programming for stochastic target problems and geometric flows (2002)
  2806. Spectral methods for identifying scalar diffusions (1998)
  2807. Optimal risk sharing for law invariant monetary utility functions (2008)
  2808. Vector-valued coherent risk measures (2004)
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  2810. Optimal multiple stopping and valuation of swing options (2008)
  2811. Contingent claims and market completeness in a stochastic volatility model (1997)
  2812. Law invariant risk measures have the F atou property (2006)
  2813. Option hedging and implied volatilities in a stochastic volatility model (1996)
  2814. Applications of M alliavin calculus to M onte C arlo methods in finance (1999)
  2815. A journey through second-order BSDE s and other contemporary problems of mathematical finance (2011)
  2816. Bank monitoring incentives and optimal ABS (2013)
  2817. On the set of solutions of a BSDE with continuous coefficient (2007)
  2818. $g_\Gamma$-expectations and the related nonlinear D oob– M eyer decomposition theorem (2007)
  2819. Duplicating and pricing contingent claims in incomplete markets (1999)
  2820. A linear approximation algorithm using BSDE (1999)
  2821. Numerical algorithms for backward stochastic differential equations with $1$-d B rownian motion: convergence and simulations (2011)
  2822. Jensen’s inequality for $g$-convex function under $g$-expectation (2010)
  2823. Terminal perturbation method for the backward approach to continuous time mean–variance portfolio selection (2008)
  2824. Stationary backward stochastic differential equations and associated partial differential equations (1999)
  2825. A stability theorem of backward stochastic differential equations and its application (1997)
  2826. Reflected BSDE with a constraint and its applications in an incomplete market (2010)
  2827. Infinite horizon backward stochastic differential equation and exponential convergence index assignment of stochastic control systems (2002)
  2828. Maximum principle for optimal control of stochastic system of functional type (1996)
  2829. Dynamical evaluations (2004)
  2830. Continuous properties of $g$-martingales (2001)
  2831. BSDE, path-dependent PDE and nonlinear F eynman– K ac formula (2016)
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  2833. A complete representation theorem for $ G $-martingales (2014)
  2834. Representation theorems for quadratic $ F $-consistent nonlinear expectations (2008)
  2835. Backward stochastic differential equation driven by fractional B rownian motion (2009)
  2836. Open problems on backward stochastic differential equations (1999)
  2837. Probabilistic approach to homogenization of viscosity solutions of parabolic PDEs (1999)
  2838. Infinite horizon forward–backward stochastic differential equations (2000)
  2839. Backward stochastic differential equations driven by $ G $– B rownian motion (2014)
  2840. Maximum principle for semilinear stochastic evolution control systems (1990)
  2841. Necessary and sufficient condition for comparison theorem of $1$-dimensional stochastic differential equations (2006)
  2842. Existence of stochastic control under state constraints (1998)
  2843. On the comparison theorem for multidimensional BSDE s (2006)
  2844. Backward stochastic differential equation, nonlinear expectation and their applications (2010)
  2845. A general converse comparison theorem for backward stochastic differential equations (2001)
  2846. A general downcrossing inequality for $g$-martingales (2000)
  2847. Stopping times and related I t ^o ’s calculus with $ G $– B rownian motion (2011)
  2848. Anticipated backward stochastic differential equations (2009)
  2849. Filtration consistent nonlinear expectations and evaluations of contingent claims (2004)
  2850. Risk-sensitive dynamic portfolio optimization with partial information on infinite time horizon (2002)
  2851. Survey on normal distributions, central limit theorem, B rownian motion and the related stochastic calculus under sublinear expectations (2009)
  2852. The smallest $g$-supermartingale and reflected BSDE with single and double $L^2$ obstacles (2005)
  2853. Adapted solution of a backward semilinear stochastic evolution equation (1991)
  2854. Nonlinear expectations and nonlinear M arkov chains (2005)
  2855. Stochastic Hamilton–Jacobi–Bellman equations (1992)
  2856. Filtration-consistent nonlinear expectations and related $g$-expectations (2002)
  2857. Multi-dimensional $ G $– B rownian motion and related stochastic calculus under $ G $-expectation (2008)
  2858. Nonlinear expectations, nonlinear evaluations and risk measures (2004)
  2859. Solution of forward–backward stochastic differential equations (1995)
  2860. Function spaces and capacity related to a sublinear expectation: application to $ G $– B rownian motion paths (2011)
  2861. A generalized dynamic programming principle and H amilton– J acobi– B ellman equation (1992)
  2862. Backward stochastic differential equations and applications to optimal control (1993)
  2863. A general stochastic maximum principle for optimal control problems (1990)
  2864. Option pricing by large risk aversion utility under transaction costs (2001)
  2865. Discrete-time approximation for continuously and discretely reflected BSDE s (2008)
  2866. Monte- C arlo valuation of A merican options: facts and new algorithms to improve existing methods (2012)
  2867. Wealth–path dependent utility maximization in incomplete markets (2004)
  2868. Optimal control of trading algorithms: a general impulse control approach (2011)
  2869. Arbitrage and duality in nondominated discrete-time models (2015)
  2870. Stochastic target problems with controlled loss (2009)
  2871. On the M alliavin approach to M onte C arlo approximation of conditional expectations (2004)
  2872. Discrete-time approximation of decoupled forward–backward SDE with jumps (2008)
  2873. Weak dynamic programming principle for viscosity solutions (2011)
  2874. Representation of the penalty term of dynamic concave utilities (2010)
  2875. BSDE s on finite and infinite horizon with time-delayed generators (2018)
  2876. Duality for increasing convex functionals with countably many marginal constraints (2017)
  2877. Representation of increasing convex functionals with countably additive measures (2021)
  2878. Exit time problems in optimal control and vanishing viscosity method (1988)
  2879. Minimal supersolutions of BSDE s with lower semicontinuous generators (2014)
  2880. Reflected BSDE s with nonpositive jumps, and controller-and-stopper games (2015)
  2881. Minimal supersolutions for BSDE s with singular terminal condition and application to optimal position targeting (2016)
  2882. Optimal superhedging under non-convex constraints—a BSDE approach (2008)
  2883. Continuous dependence property of BSDE with constraints (2015)
  2884. Minimal supersolutions of BSDE s under volatility uncertainty (2015)
  2885. Dual representation of minimal supersolutions of convex BSDE s (2016)
  2886. Minimal supersolutions of convex BSDE s (2013)
  2887. On the robustness of backward stochastic differential equations (2002)
  2888. A unified approach to \it a priori estimates for supersolutions of BSDE s in general filtrations (2018)
  2889. Stochastic optimal control and BSDE s with logarithmic growth (2012)
  2890. BSDE s with continuous coefficients and stochastic differential games (1997)
  2891. BSDE s with stochastic L ipschitz condition and quadratic PDE s in H ilbert spaces (2008)
  2892. $ L ^p$ solutions of BSDE s with stochastic L ipschitz condition (2007)
  2893. Backward stochastic differential equation driven by a marked point process: an elementary approach with an application to optimal control (2016)
  2894. Existence and uniqueness for backward stochastic differential equations driven by a random measure, possibly non quasi-left continuous (2015)
  2895. The multiplicity of an increasing family of $\sigma$-fields (1974)
  2896. A stability approach for solving multidimensional quadratic BSDE s (2019)
  2897. A class of globally solvable M arkovian quadratic BSDE systems and applications (2018)
  2898. Stability and analytic expansions of local solutions of systems of quadratic BSDE s with applications to a price impact model (2016)
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  2901. Solvability of some quadratic BSDE s without exponential moments (2013)
  2902. Existence and uniqueness of multidimensional BSDE s and of systems of degenerate PDEs with superlinear growth generator (2015)
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  2908. Backward stochastic differential equations and F eynman– K ac formula for L 'e vy processes, with applications in finance (2001)
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  2912. BSDE s with polynomial growth generators (2000)
  2913. Backward SDE s with superquadratic growth (2011)
  2914. BSDE with quadratic growth and unbounded terminal value (2006)
  2915. On the orthogonal component of BSDE s in a M arkovian setting (2012)
  2916. BSDE s driven by multidimensional martingales and their applications to markets with funding costs (2016)
  2917. A unified characterization of $q$-optimal and minimal entropy martingale measures by semimartingale backward equations (2003)
  2918. Backward stochastic differential equations in finance (1997)
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  2954. Individual and mass behaviour in large population stochastic wireless power control problems: centralized and N ash equilibrium solutions (2003)
  2955. Large-population LQG games involving a major player: the N ash certainty equivalence principle (2010)
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  2957. Diversification in financial networks may increase systemic risk (2013)
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  2961. Mean field games and systemic risk (2015)
  2962. Long time average of first order mean field games and weak KAM theory (2013)
  2963. Long time average of mean field games with a nonlocal coupling (2013)
  2964. Long time average of mean field games. (2012)
  2965. Notes on mean field games (from P .- L . L ions’ lectures at C oll`ege de F rance) (2010)
  2966. Mean field S tackelberg games: aggregation of delayed instructions (2015)
  2967. Mean field games with a dominating player (2015)
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  3077. Backward doubly stochastic differential equations and systems of quasilinear SPDE s (1994)
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  3093. Prices expansion in the W ishart model (2011)
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  3349. Early transmission dynamics in W uhan, C hina, of novel coronavirus-infected pneumonia (2020)
  3350. Un mod `e le math 'e matique des d 'e buts de l’ 'e pid 'e mie de coronavirus en France (2020) — link
  3351. Heterogeneous social interactions and the COVID-19 lockdown outcome in a multi-group SEIR model (2020)
  3352. Elliptic partial differential equations of second order (2001)
  3353. On the expressiveness and spectral bias of KAN s (2024) — link
  3354. Fourier neural operator for parametric partial differential equations (2021)
  3355. A learning scheme by sparse grids and P icard approximations for semilinear parabolic PDEs (2023)
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11 of 3365 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.