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9 papers in the last four weeks, level with the four weeks before. 0.1% of all new papers.

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  1. FinPerMA: A Theory-Informed, Event-Grounded Personalized-Memory Benchmark for LLM Agents

    Aug 4, 2026Ben Wang, Kang Zhou, Lifan Guo +2Financial ServicesLLM Agent Memory

    Qwen DianJin Team, Alibaba Cloud Computing

  2. FinProBench: Evaluating Financial AI Agents with Role-Grounded Rubrics Derived from Professional Deliverables

    Aug 4, 2026Ben Wang, Kang Zhou, Lifan Guo +2AI Agent EvaluationAI Agent Benchmarks

    Qwen DianJin Team, Alibaba Cloud Computing

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

    Aug 4, 2026Weicheng Ye, Youran Sun, Xingyu Ren +3Quantitative FinanceAutomated Algorithm Discovery

    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

  4. FinVerse: Financial Time-Series Benchmark

    Aug 4, 2026Jaehoon Lee, Jun Seo, Seunghan Lee +9Benchmark DesignFinancial Forecasting

    LG AI Research

  5. SeqLLM: Augmenting LLMs with Behavioral-Sequence Modeling for High-Stakes Decisions at WeChat Pay

    Aug 4, 2026Guilin Li, Jiaxing Zhang, Matthias Hwai Yong Tan +2Sequential RecommendationFinancial Fraud Detection

    Shanghai Jiao Tong University China

  6. Can Language Models Identify Shadow Trading Targets? An NLP Evaluation of SEC Enforcement Theory

    Aug 2, 2026Sarah Wilson, Michael MacKay, Anthony Marello +1Finance

    Columbia University.

  7. AlphaG-OPD: Reliability-Gated Sibling Counterfactuals for On-Policy Distillation in Symbolic Alpha Factor Discovery

    Aug 2, 2026Yaoyu SuQuantitative FinanceGenerative Flow Networks

  8. Amortizing the Calibration Triple: A Projection-Consistent Neural Operator for Local-Stochastic Volatility

    Aug 2, 2026Xiaozhen Wang, Anaïs Després, Martin Dureau +1Quantitative FinanceModel Calibration

    1CEREMADE, Université Paris Dauphine-PSL · 2LaMME, Université Évry Paris-Saclay · 3AIML Global Markets, Barclays

  9. ShiJianBench: From Dialogue to Decision for Long-Horizon Evaluation of Investment Advisors

    Aug 2, 2026Jie Gong, Maowei Jiang, Zhiwei Liu +14Financial ServicesLong-Horizon Agent Evaluation

    School of Artificial Intelligence, Wuhan University · Nanjing Audit University · The University of Manchester +3

  10. Talking to Digital Twins: Selective Disclosure and Belief Measurement in Financial Social Media

    Aug 2, 2026Boone Bowles, Raymond Duch, Sorin SorescuSocial Media AnalysisQuantitative Finance

    Mays Business School, Texas A&M University · Nuffield College, University of Oxford

  11. FinDeepIndicator: Benchmarking Deep Research Agents in End-to-End Financial Indicator Construction

    Aug 1, 2026Chaoqun Yang, Fengbin Zhu, Xinyu Lin +5Quantitative FinanceDeep Research Agents

    School of Computing, National University of Singapore · Institute of Computing Technology, Chinese Academy of Sciences · China Economics and Management Academy, Central University of Finance and Economics +1

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

    Jul 31, 2026Ruoxi Zhao, Maziar RaissiAI Coding AgentsLLM Agent Evaluation

    University of California, Riverside

  13. Benchmarks Are Not Validation: A System-Level View of Financial LLM Applications

    Jul 30, 2026Burak Payzun, İrem Demirtaş, Simona Scala +2Financial ServicesLLM Evaluation

    Prometeia S.p.A.

  14. Beyond Sentiment: Structured Information Extraction from Financial News

    Jul 30, 2026Daohan Zhu, Sitong Ge, Ruofei Wang +4Financial Sentiment AnalysisDocument Information Extraction

    School of ASEE, Beihang University, Beijing, China · School of BME, Beihang University, Beijing, China · CAIR and CECS, VinUniversity, Hanoi, Vietnam

  15. CACHE-UK: A Stability-Aware Memory Editor for Sequentially Updated Quantized LLMs in Finance

    Jul 30, 2026Anubhav Lakra, Yue FengKnowledge EditingContinual Learning for LLMs

    University of Birmingham, Birmingham, United Kingdom

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

    Jul 30, 2026Giorgos Iacovides, Wuyang Zhou, Danilo MandicRL for Language ModelsReinforcement Learning

    Imperial College London · London, UK

  17. FinanceHarness: Autonomous Financial Deep Research Framework

    Jul 30, 2026Yijia Xiao, Rujun Han, Yanfei Chen +8Deep Research AgentsFinancial Forecasting

    Google Cloud AI Research · University of California, Los Angeles

  18. AWARE-FX: An Auditable Knowledge-Guided AI System for Measuring Corporate Foreign-Exchange Hedging Disclosure

    Jul 30, 2026Qi WangFinancial ServicesDocument Information Extraction

    aUniversity of Nottingham, Nottingham, United Kingdom

  19. Inverse Learning of Latent Risk-Neutral Densities from Irregular Option Quotes

    Jul 29, 2026Lennon J. Shikhman, Michael Galarnyk, Aadi Dash +1Quantitative FinanceDeep Operator Networks

    School of Computer Science Georgia Institute of Technology USA

  20. Credit Cards, Confusion, Computation, and Consequences: What Can We Uncover About Language Model Reasoning?

    Jul 29, 2026Arnav Hiray, Agam Shah, Caleb Lu +3Numerical Reasoning in Language ModelsFinancial Services

    College of Computing & Scheller College of Business Georgia Institute of Technology, Atlanta, GA

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

    Jul 29, 2026Jingyang Yi, Jian Yang, Yifei Jin +2Automated Algorithm DiscoveryLarge Language Model-Guided Optimization

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

  22. A Persona-based Rate Action Index

    Jul 29, 2026Hayden Helm, Andrew DassoriPersonality Modeling in Language ModelsTime Series Forecasting

    Helivan · Wavelength Capital

  23. Everyone is unique: Towards Behaviorally Heterogeneous Negotiation Dialogue Systems for Debt Collection

    Jul 28, 2026Yuhang Yang, Kai Tang, Chao Ye +4Automated NegotiationLLM Agent Evaluation

    1State Key Laboratory of Blockchain and Data Security, Zhejiang University · 2Ant Group

  24. RIDGE: An Autonomous Framework for Validation and Method Discovery in LLM-Generated Option Pricing

    Jul 28, 2026Liexin Cheng, Xue Cheng, Shuaiqiang Liu +1Quantitative FinanceCode Generation Evaluation

    Mathematical Institute, Utrecht University · School of Mathematical Sciences, Peking University · Delft Institute of Applied Mathematics, Delft University of Technology

  25. GAUGE: Grading Agent-Built Financial Models Without a Golden Answer

    Jul 27, 2026Jiacheng Lu, Sinuo Wang, Wentao Zhao +12Quantitative FinanceFinancial Forecasting

    Shanghai Jiao Tong University Shanghai, China · StepFun Shanghai, China · University of Adelaide Adelaide, Australia +5

  26. INS-ActBench: A Comprehensive Benchmark for Assessing Professional Actuarial Capability of Large Language Models

    Jul 27, 2026Changyu Chen, Chenwei Lin, Xian XuNumerical Reasoning in Language ModelsLLM Evaluation

    Fudan University

  27. MAPLE: Efficient and Diverse Multi-Alpha Generation for Portfolio Construction

    Jul 27, 2026Yu-Chen Den, Kuan-Yu Chen, Kendro Vincent +1Learning to RankEnsemble Learning

    SinoPac Holdings · Taipei, Taiwan · National Chengchi University

  28. FinAbstain: Uncertainty-Calibrated Multimodal RAG for Selective Financial Forecasting

    Jul 27, 2026Dorothy Torres, Wei Cheng, Henan HuangSelective PredictionFinancial Forecasting

    School of Science, Technology, Engineering and Mathematics 263 Academy Street, Room S204 Jersey City, NJ 07306 · School of Electrical Engineering and Computer Science The Pennsylvania State University 207 Electrical Engineering West University Park, PA 16802, USA

  29. Earnings25: A Comprehensive 500-Hour Speech Benchmark for Finance

    Jul 26, 2026Denglin Jiang, Haoran Zhou, Anshul Wadhawan +7ASR EvaluationAutomatic Speech Recognition

    Bloomberg, United States

  30. Extreme Volatility Warning under Label Scarcity via Multi-Source Anomaly Fusion

    Jul 26, 2026Jin Qian, Zhangzhi Xiong, Mingrui Li +1Multimodal Anomaly DetectionFinancial Time Series

    ShanghaiTech University, Shanghai, China