Every paper on this site is scored for math complexity and empirical rigor (methodology). These hubs group the collection by research area and rank each paper by a rigor-weighted score, so the most implementable work surfaces first.
Research Topics
Curated hubs of quantitative finance research, organized by topic and ranked by empirical rigor.
Machine Learning for Market Forecasting
Research using deep learning, LSTMs, transformers, and tree ensembles to forecast returns, prices, and market states.
1277 papersRisk Management & Tail Risk
Research on VaR, expected shortfall, tail risk, systemic risk, and stress testing — scored for empirical rigor.
841 papersVolatility Modeling & Forecasting
Research on GARCH, realized volatility, rough volatility, the VIX, and volatility forecasting across asset classes.
769 papersPortfolio Optimization
Research on portfolio construction, mean-variance optimization, risk parity, and allocation under uncertainty — scored for rigor and complexity.
647 papersCrypto Markets & DeFi
Research on cryptocurrency markets, DeFi protocols, AMMs, stablecoins, and blockchain market structure.
621 papersOptions & Derivatives Pricing
Research on option pricing, hedging, implied volatility, and derivatives markets — from Black-Scholes extensions to deep hedging.
609 papersMarket Microstructure
Research on limit order books, market making, price impact, and liquidity — scored for math complexity and empirical rigor.
606 papersStochastic Control & Optimal Stopping
Research on stochastic control, optimal stopping, HJB equations, mean-field games, and BSDEs applied to investment, consumption, liquidation, and dividend problems.
525 papersNLP & LLMs in Finance
Research on sentiment analysis, news analytics, and large language models applied to trading and financial analysis.
523 papersFactor Investing & Asset Pricing
Research on factor models, return anomalies, momentum, the cross-section of returns, and empirical asset pricing.
371 papersFixed Income & Interest Rates
Research on yield curves, term structure models, bond markets, and credit spreads.
359 papersHigh-Frequency Trading & Optimal Execution
Research on HFT, optimal execution, TWAP/VWAP algorithms, and intraday trading strategies.
350 papersReinforcement Learning for Trading
Research applying reinforcement learning — DQN, policy gradients, actor-critic — to trading, execution, and portfolio problems.
332 papersInsurance & Actuarial Risk
Research on insurance pricing, reinsurance, annuities and pensions, mortality and longevity risk, solvency, and risk sharing — scored for math complexity and empirical rigor.
308 papersMarket Simulation & Agent-Based Models
Research on agent-based market simulators, synthetic order books and price series, generative market models, LLM trading agents, and backtesting engines.
228 papersCommodities & Energy Markets
Research on crude oil, natural gas, electricity and power markets, carbon pricing, metals, and agricultural commodities — pricing, forecasting, hedging, and trading.
209 papersStatistical Arbitrage & Pairs Trading
Research on statistical arbitrage, pairs trading, cointegration, and mean-reversion strategies — scored for math complexity and empirical rigor.
92 papers