Algorithmic Trading

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3 papers in the last four weeks, down 40% on the four weeks before. 0.0% of all new papers.

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  1. QuantCode Model: Specializing Language Models for Executable Algorithmic Trading Code

    Sep 30, 2026Alexey Chernysh, Orkhan Ekhtibarov, Dmitry ZmitrovichAlgorithmic TradingCode Generation

  2. LiveOption: Evaluating LLM Agents in Structured Option Trading with Nonlinear Payoffs

    Sep 27, 2026Haochen Luo, Yifan Li, Binh Minh An +4Algorithmic TradingLarge Language Model Agents

    City University of Hong Kong · The Chinese University of Hong Kong (Shenzhen) · Shanghai University of Finance and Economics

  3. UQ-LOB: Uncertainty-Aware Limit Order Book Mid-Price Forecasting

    Sep 25, 2026Derrick Gilchrist Edward Manoharan, Eljas Linna, Kestutis Baltakys +2Limit Order BookAlgorithmic Trading

    Data Science Research Centre Tampere University Tampere, Finland

  4. Agent Memory with Episodic Retrieval for Financial Decision-Making

    Sep 23, 2026Nuoyue Xu, Jiang Liu, Wenxuan Huang +3Algorithmic TradingLong-Term Agent Memory

    University of British Columbia · University of Science and Technology of China · Fudan University +1

  5. The Axiomatic Trader: Latent Regularity, Information Budgets, and the Canonical Form of a Quantitative Investment System

    Aug 24, 2026Jiayu LiAlgorithmic TradingAxiom

  6. AQuA: Recursively Self-Improving Quantitative Trading Research Agents

    Aug 13, 2026Jiacheng Guo, Suozhi Huang, Yunlong Gao +5Algorithmic TradingRecursive Self-Improvement

    Princeton University · Ant Group · Stanford University

  7. Large Language Model-Driven Small-Capitalization Trading: Integrating Financial News Sentiment, Macroeconomic Indicators, and Technical Signals

    Aug 12, 2026Alireza Kargarzadeh, Nariman Khaledian, Navid Parvini +1Financial Sentiment AnalysisAlgorithmic Trading

    Tailstate Intelligence Ltd. · Independent Researcher · Zanista AI Ltd.

  8. AutoScientist-Quant: Self-Evolving Coding Agents for Automatic Research in Quantitative Investment

    Aug 5, 2026Zongqian Li, Yaoyiran Li, Yaohui Guo +3Algorithmic TradingResearch Automation

    1Google · University of Cambridge

  9. AgonAlpha: Autonomous Alpha Discovery via Prompt Economy and Scalable Agentic Search

    Aug 4, 2026Weicheng Ye, Youran Sun, Xingyu Ren +3Algorithmic TradingAgentic Search

    Department of Physics, The Chinese University of Hong Kong, Hong Kong SAR, China · Department of Mathematics, University of Maryland, College Park, MD, USA · Department of Computer Science, University of Maryland, College Park, MD, USA

  10. Backtrader-Bench: Benchmarking LLM Agents on Algorithmic Trading with Self-Generated MCQs

    Jul 31, 2026Ruoxi Zhao, Maziar RaissiAlgorithmic TradingLarge Language Model Agents

    University of California, Riverside

  11. Can Large Language Models Execute Parent Orders?

    Jul 30, 2026Zane Shen, Xinli Xu, Guangyi Zhang +7Algorithmic TradingLarge Language Model Workflows

    Independent Researcher · HKUST(GZ) · ZJU +1

  12. FinSMART: Financial Sentiment Analysis for Algorithmic Trading through Market-Aligned Reinforcement Learning

    Jul 30, 2026Giorgos Iacovides, Wuyang Zhou, Danilo MandicFinancial Sentiment AnalysisAlgorithmic Trading

    Imperial College London · London, UK

  13. AlphaSchema: Exploring the Space of Trading Semantics for LLM-Based Alpha Mining

    Jul 29, 2026Jingyang Yi, Jian Yang, Yifei Jin +2Algorithmic TradingSchema

    1X-Tech · 2Xtech-PandaAI-Waton Joint Lab · 3Monash University +2

  14. Can Agentic Trading Systems Pay for Their Own Intelligence?

    Jul 11, 2026Qiqi Duan, Changlun Li, Chen Wang +10Algorithmic TradingProduction Agentic Systems

    1HKUST(GZ) · 2Paradoox AI · 4MBZUAI +2

  15. XALPHA: A Memory-Driven AI Quant Researcher for Hypothesis-to-Code Alpha Discovery

    Jul 9, 2026Fengyuan Liu, Yuchen Fu, Yuqi Wang +1Algorithmic TradingHypothesis-Driven Model Expansion

    School of Computing and Data Science, The University of Hong Kong · Grace Investment Machine

  16. AI Trading's Alpha Singularity: Emergent Market Reasoning through Agent-to-Agent Self-Evolution

    Jun 28, 2026Yuqi Li, Siyuan Liu, Bingjun LiuAlgorithmic TradingSelf-Evolving Agents

    Panda AI

  17. Liquidity-Based Audit of Algorithmic Trading Strategies

    Jun 27, 2026Irene AldridgeAlgorithmic TradingInterval Regret

  18. Hierarchical Graph Learning for Calendar Spread Strategies in Commodity Futures Markets

    Jun 24, 2026Yoonsik Hong, Diego KlabjanAlgorithmic TradingGraph Representation Learning

    Department of Industrial Engineering and Management Sciences, Northwestern University, Evanston, 60208, IL, USA

  19. AlgoEvolve: LLM-driven Meta-evolution of Algorithmic Trading Programs

    Jun 24, 2026Dhruv Sharma, Gautam ShroffAlgorithmic TradingEvolutionary Search

    Indraprastha Institute of Information Technology, Delhi

  20. MetaPS: Adaptive Programmatic Strategy Selection for Market Agents

    Jun 21, 2026Jiaxiang Chen, Aotian Luo, Zhouyi Zheng +3Algorithmic TradingMeta

    1Fudan University · 2TensorPacific

  21. Post-Rejection Follow-up Sampling: A Methodology for Counterfactual Outcome Measurement in Algorithmic DEX Trading

    Jun 6, 2026Arati Uday KamatAlgorithmic TradingRejection

    Independent Researcher

  22. PandaAI: A Practical Agent CQ2 for Neuro-symbolic Data Analysis And Integrated Decision-Making in Quantitative Finance

    Jun 5, 2026Yuqi Li, Siyuan Liu, Bingjun LiuAlgorithmic TradingNeuro-Symbolic Framework

    Panda AI

  23. MadEvolve: Evolutionary Optimization of Trading Systems with Large Language Models

    May 21, 2026Yurii Kvasiuk, Tianyi Li, Owen Colegrove +1Algorithmic TradingEvolutionary Optimization

    Department of Physics, University of Wisconsin–Madison · Event Horizon Labs

  24. BacktestBench: Benchmarking Large Language Models for Automated Quantitative Strategy Backtesting

    May 18, 2026Zhensheng Wang, Wenmian Yang, Qingtai Wu +3Algorithmic TradingLarge Language Model Benchmarks

    Beijing Normal University Beijing, China · Beijing Normal University Zhuhai, China · Elmleaf Ltd. Shanghai, China

  25. AlphaCrafter: A Full-Stack Multi-Agent Framework for Cross-Sectional Quantitative Trading

    May 7, 2026Yishuo Yuan, Jiayi Sheng, Sirui Zeng +2Algorithmic TradingRationality

    Nanjing University

  26. AgenticAITA: A Proof-Of-Concept About Deliberative Multi-Agent Reasoning for Autonomous Trading Systems

    May 1, 2026Ivan LetteriAlgorithmic TradingMulti-Agent Reasoning

    Department of Information Engineering, Computer Science, and Mathematics, Center of Excellence for Research DEWS, University of L’Aquila, Via Vetoio, Coppito, 67100 L’Aquila, Italy

  27. Signal or Noise in Multi-Agent LLM-based Stock Recommendations?

    Apr 19, 2026George Fatouros, Kostas MetaxasAlgorithmic TradingMulti-Agent Large Language Model Systems

    Alpha Tensor Technologies

  28. QuantCode-Bench: A Benchmark for Evaluating the Ability of Large Language Models to Generate Executable Algorithmic Trading Strategies

    Apr 16, 2026Alexey Khoroshilov, Alexey Chernysh, Orkhan Ekhtibarov +2Algorithmic TradingCode Generation

    Lime

  29. When AI Meets Finance (StockAgent): Large Language Model-based Stock Trading in Simulated Real-world Environments

    Jul 15, 2024Chong Zhang, Xinyi Liu, Zhongmou Zhang +10Algorithmic TradingMulti-Agent Simulations

    University of Liverpool, UK · Peking University, China · Shanghai University of Finance and Economics, China +6

  30. EVOQUANT: Self-Evolving Verifier-Guided Strategy Optimization for Robust Quantitative Trading

    Date pendingJie Mao, Changlun Li, Xiang Li +6Algorithmic TradingOptimization Modeling

    The Hong Kong University of Science and Technology (Guangzhou) · Paradoox AI Research