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Generating Synergistic Formulaic Alpha Collections via Reinforcement Learning

https://doi.org/10.1145/3580305.3599831
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/9781119057871openalex-snapshot
Finding Alphas: A Quantitative Approach to Building Trading Strategies
inferredcites →https://doi.org/10.1002/wilm.10525openalex-snapshot
101 Formulaic Alphas
inferredcites →https://doi.org/10.1016/j.jbi.2017.02.010openalex-snapshot
How are you feeling?: A personalized methodology for predicting mental states from temporally observable physical and behavioral information
inferredcites →https://doi.org/10.1016/j.rser.2017.02.085openalex-snapshot
A review on time series forecasting techniques for building energy consumption
inferredcites →https://doi.org/10.1109/tsg.2016.2596298openalex-snapshot
Online Detection of Stealthy False Data Injection Attacks in Power System State Estimation
inferredcites →https://doi.org/10.1145/2939672.2939785openalex-snapshot
XGBoost
inferredcites →https://doi.org/10.1145/3097983.3098117openalex-snapshot
Stock Price Prediction via Discovering Multi-Frequency Trading Patterns
inferredcites →https://doi.org/10.1145/3448016.3457324openalex-snapshot
AlphaEvolve: A Learning Framework to Discover Novel Alphas in Quantitative Investment
inferredcites →https://doi.org/10.1162/neco.1997.9.8.1735openalex-snapshot
Long Short-Term Memory
inferredcites →https://doi.org/10.1609/aaai.v35i1.16144openalex-snapshot
DeepTrader: A Deep Reinforcement Learning Approach for Risk-Return Balanced Portfolio Management with Market Conditions Embedding
inferredcites →https://doi.org/10.18653/v1/2020.acl-main.131openalex-snapshot
You Impress Me: Dialogue Generation via Mutual Persona Perception
inferredcites →https://doi.org/10.32473/flairs.v35i.130584openalex-snapshot
A Closer Look at Invalid Action Masking in Policy Gradient Algorithms
inferredcites →https://doi.org/10.4230/lipics.itp.2023.19openalex-snapshot
Exploiting Generative AI to Scale up Intelligent Tutoring Systems
inferredcites →https://doi.org/10.4230/oasics.dx.2024.16openalex-snapshot
Diagnosing Non-Intermittent Anomalies in Reinforcement Learning Policy Executions (Short Paper)
inferredcites →https://doi.org/10.48550/arxiv.2009.11189openalex-snapshot
Qlib: An AI-oriented Quantitative Investment Platform
inferredcites →https://doi.org/10.48550/arxiv.2106.14131openalex-snapshot
SymbolicGPT: A Generative Transformer Model for Symbolic Regression
inferredcites →https://doi.org/10.48550/arxiv.2110.13716openalex-snapshot
HIST: A Graph-based Framework for Stock Trend Forecasting via Mining Concept-Oriented Shared Information

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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inferred← citeshttps://doi.org/10.1002/fut.70061openalex-snapshot
Large Language Models and Futures Price Factors in China
inferred← citeshttps://doi.org/10.1007/978-3-032-13615-2_60openalex-snapshot
Geometrical Properties and Exact Decay of Long-Short Algorithmic Trading Strategies
inferred← citeshttps://doi.org/10.1007/978-981-92-3400-4_24openalex-snapshot
RobAlpha: Robustness-Aware Alpha Factor Mining with Adversarial Vulnerability Scoring
inferred← citeshttps://doi.org/10.1007/978-981-92-5696-9_26openalex-snapshot
AlphaVibe: An LLM-Powered In-Context Adaptation Framework for Alpha Generation
inferred← citeshttps://doi.org/10.1007/978-981-95-4381-6_27openalex-snapshot
RL-Based Explainable Factor Generation for Market Risk Analysis
inferred← citeshttps://doi.org/10.1007/978-981-96-6591-4_4openalex-snapshot
Ensemble Learning Prediction Based on Comprehensive Factors for Portfolio Optimization
inferred← citeshttps://doi.org/10.1007/s10614-025-11289-1openalex-snapshot
Dynamic Factor Mining Based on Multi-Objective Fitness and Its Empirical Study in Multi-Factor Strategies
inferred← citeshttps://doi.org/10.1007/s11704-025-41061-5openalex-snapshot
A hybrid approach to formulaic alpha discovery with large language model assistance
inferred← citeshttps://doi.org/10.1007/s40747-026-02307-2openalex-snapshot
FactorMoE: a framework with mixture-of-experts and attention to dynamically combine alpha factors in quantitative investment
inferred← citeshttps://doi.org/10.1007/s42521-026-00176-5openalex-snapshot
Sentiment-aware stock price prediction with transformer and LLM-generated formulaic alpha
inferred← citeshttps://doi.org/10.1016/j.apenergy.2024.125263openalex-snapshot
Complex coupling representation in low-dimensional space for control-oriented energy-consuming industries modeling
inferred← citeshttps://doi.org/10.1016/j.bar.2024.101507openalex-snapshot
Harnessing ChatGPT for predictive financial factor generation: A new frontier in financial analysis and forecasting
inferred← citeshttps://doi.org/10.1016/j.dss.2025.114528openalex-snapshot
Modeling hybrid firm relationships with graph neural networks for stock investment decisions
inferred← citeshttps://doi.org/10.1038/s41612-026-01367-yopenalex-snapshot
A lightweight physics-aware framework for multi-scale marine heatwaves forecasting
inferred← citeshttps://doi.org/10.1080/14697688.2024.2318220openalex-snapshot
GPT's idea of stock factors
inferred← citeshttps://doi.org/10.1109/cifer67845.2026.11692371openalex-snapshot
MAGE: MAP-Elites for Alpha Generation
inferred← citeshttps://doi.org/10.1109/icassp55912.2026.11463591openalex-snapshot
EvoAlpha: An LLM-Enhanced Evolutionary Framework for Formulaic Alpha Mining
inferred← citeshttps://doi.org/10.1109/iccc59590.2023.10507427openalex-snapshot
Mining Alpha Factors in Financial Markets using Multi-Frequency Timing Residual Networks
inferred← citeshttps://doi.org/10.1109/icoin59985.2024.10572120openalex-snapshot
Synergistic Formulaic Alpha Generation for Quantitative Trading based on Reinforcement Learning
inferred← citeshttps://doi.org/10.1109/tsp.2025.3576781openalex-snapshot
QuantFactor REINFORCE: Mining Steady Formulaic Alpha Factors With Variance-Bounded REINFORCE
inferred← citeshttps://doi.org/10.1145/3711896.3736838openalex-snapshot
AlphaAgent: LLM-Driven Alpha Mining with Regularized Exploration to Counteract Alpha Decay
inferred← citeshttps://doi.org/10.1145/3768292.3770377openalex-snapshot
FactorMAD: A Multi-Agent Debate Framework Based on Large Language Models for Interpretable Stock Alpha Factor Mining
inferred← citeshttps://doi.org/10.1145/3770855.3818120openalex-snapshot
AlphaMaster: Dual-Chain Feedback for Scalable and Diverse Alpha Factor Discovery
inferred← citeshttps://doi.org/10.1145/3770855.3818978openalex-snapshot
FactorMiner: A Self-Evolving Agent with Skills and Experience Memory for Financial Alpha Discovery
inferred← citeshttps://doi.org/10.1631/fitee.2500280openalex-snapshot
QuantBench: benchmarking AI methods for quantitative investment from a full pipeline perspective
inferred← citeshttps://doi.org/10.1631/fitee.2500386openalex-snapshot
A survey on large language model-based alpha mining
inferred← citeshttps://doi.org/10.2139/ssrn.7576913openalex-snapshot
GFlowAlpha: A Quality-Control-Aware Neuro-Symbolic Framework for White-Box Alpha Factor Mining
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