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13 papers in the last four weeks, up 333% on the four weeks before. 0.1% of all new papers.

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  1. AuraForge: Scaling Security Supervision for Training Coding Agents

    Oct 1, 2026Danqing Wang, Songwen Zhao, Harsh Sharma +4Coding AgentsForge

    Carnegie Mellon University · University of California, Los Angeles · ScOp Venture Capital.

  2. ReLiveGym: Evaluating Long-Lived Agents over Weeks of Replayed Reality

    Sep 30, 2026Xisen Jin, Jingheng Li, Zhenglun Chen +2Long-Horizon AgentsLong-Term Agent Memory

    Sahara AI · University of Southern California

  3. ArgGYM: A Procedural, Engine-Verified Benchmark for Structured Defeasible Reasoning

    Sep 29, 2026İbrahim Ethem Deveci, Funda Tan Çalık, Barış Deniz Sağlam +1Reasoning BenchmarkLLM Reasoning Strategies

    Graduate School of Informatics Middle East Technical University Ankara, Türkiye

  4. SkillGym: Training Skill-Use Agents with Automatic Verifiable Environment Generation

    Sep 29, 2026Renxi Wang, Mingshan Hee, Fajri Koto +2SkillgymSupervised Finetuning

    Mohamed bin Zayed University of Artificial Intelligence

  5. Foundations of Proactive Agents: Principles, Technical Layers, and Proactivity-Gym

    Sep 29, 2026Jio Oh, Seunghyun Do, Young-Jun Lee +2Large Language Model AgentsUser Simulation

    KAIST · University of Minnesota

  6. Real2Gym: Building Gyms from Videos, Bringing Skills to Robots

    Sep 29, 2026Kerui Ren, Yingxiang Xu, Kaiwen Song +4Robotic SystemsRobot Systems

    Shanghai Artificial Intelligence Laboratory · Shanghai Jiao Tong University · Zhejiang University +3

  7. WitnessGym: Benchmarking Coding Agents on the Construction of Bug Witnesses

    Sep 29, 2026Haomin Qi, Xiangzhe Xu, Yiming Huang +2BugCoding Agents

    University of California, San Diego · Purdue University · National University of Singapore

  8. V-Gym: Enhancing Agentic Visual Reasoning via Skill-Data Co-Evolution

    Sep 28, 2026Bei Yan, Yuecong Min, Jie Zhang +3Multimodal AgentsMultimodal Reasoning Benchmarks

    State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China · University of Chinese Academy of Sciences, Beijing, China

  9. Coding Agent Memory Post-training: Unlocking the Memory Potential of Pre-trained File Operations for Long-Horizon Tasks via Reinforcement Learning

    Sep 28, 2026Lirui Luo, Kelong Mao, Heming Xia +10Agentic Reinforcement LearningLarge Language Model Agents

  10. SkillGym: Internalizing Human Skills into LLMs for Real-World Problem Solving

    Sep 23, 2026Zhilong Ge, Yuting Shao, Yutao Yang +6Reusable Agent SkillsSkills

    School of Computer Science and Technology, East China Normal University, Shanghai · Shanghai AI Laboratory

  11. DeliveryGym: An RL Environment for Long-Horizon Embodied Agent Planning with Adaptive Curriculum

    Sep 17, 2026Haoqiang Kang, Yiming Zhang, Yiyang Guo +5Embodied AgentsSkillgym

    UC San Diego · Independent · Johns Hopkins University +1

  12. SAiFE-gym: Model-based Environments for Automated Market Making with Concentrated Liquidity

    Sep 15, 2026Georgios Chionas, Charalampos Kleitsikas, Stefanos Leonardos +2TradingMatching Markets

    University of Oxford Oxford, UK

  13. Feyospace-v1: How the Cyber Mercury Seven Trained Frontier Cyber Models

    Sep 8, 2026Zongjie Li, Alan Z. W, John Nicolas J +4Agentic LearningFrontier Models

    Vera Praxis Lab

  14. PaperGym: Rubric-Centered Evolution for Research-Plan Generation

    Aug 31, 2026Yuhan Wang, Zhengxi Lu, Yuchen Yan +6Research AutomationRubrics

    Zhejiang University · Apple

  15. Beyond Forgetting: Diagnosing and Harnessing Shared Reasoning in Continual RLVR

    Aug 19, 2026Lirui Luo, Guoxi Zhang, Hongming Xu +3Reinforcement Learning With Verifiable RewardIcr-Rl

    State Key Lab of General AI, School of Intelligence Science and Technology, Peking University · State Key Laboratory of General Artificial Intelligence, BIGAI · Beijing Institute of Technology +1

  16. Social Gym and SPaRTan: Benchmarking and Improving LLM Social Reasoning via Multi-Agent Game Tournaments

    Aug 10, 2026Keyu He, Xuhui Zhou, Maarten SapSocial ReasoningSelf-Play

    Carnegie Mellon University

  17. RideGym: A Standardized Interface for Real-World Large-Scale Ride-Sharing System

    Jul 11, 2026Zijian Zhao, Yulong Hu, Sen LiBike-Sharing SystemsRoad Networks

    The Hong Kong University of Science and Technology Hong Kong, China

  18. Gimitest: A Comprehensive Tool for Testing Reinforcement Learning Policies

    Jul 8, 2026Dennis Gross, Quentin Mazouni, Helge Spieker +1Multi-Agent Reinforcement LearningSkillgym

    Simula Research Laboratory, Oslo, Norway

  19. FootsiesGym: A Fighting Game Benchmark for Two-Player Zero-Sum Imperfect-Information Games

    Jul 7, 2026Chase McDonald, Nathan Tsang, Wesley N. KerrImperfect-Information GamesSkillgym

    Como Research · Riot Games

  20. AgentGym2: Benchmarking Large Language Model Agents in De-Idealized Real-World Environments

    Jul 6, 2026Zhiheng Xi, Dingwen Yang, Jiaqi Liu +22Large Language Model AgentsSkillgym

    Fudan University · Zhejiang University · Shanghaijiaotong University +1

  21. EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments

    Jul 2, 2026Zhilin Wang, Han Song, Runzhe Zhan +13On-Policy Self-EvolutionSkillgym

    University of Science and Technology of China · The Chinese University of Hong Kong · University of Macau +5

  22. STEMGym: Benchmarking Sequential Decision-Making under Dose Budgets in Autonomous Electron Microscopy

    Jun 28, 2026Can Polat, Erchin Serpedin, Mustafa Kurban +1Electron MicroscopyDose

    Dept. of Electrical & Computer Eng. Texas A&M Univ. College Station, TX, USA · Dept. of Prosthetics & Orthotics College of Science & Eng. Ankara Univ., Ankara, Turkey · Hamad Bin Khalifa Univ. and Texas A&M Univ. at Qatar Doha, Qatar

  23. GLACIER: Rethinking Mass Spectrum Prediction as an Object Detection Problem

    Jun 28, 2026Rui-Xi Wang, Runzhong Wang, Connor W. ColeyTandem Mass SpectraDetection Transformer

    Massachusetts Institute of Technology Cambridge, MA 02139

  24. SVGym (SciVerseGym): An Environment for Reinforcement Learning and Bayesian Optimization in Crystal Discovery

    Jun 21, 2026Bin CaoCrystalData-Driven Materials Discovery

    The Hong Kong University of Science and Technology (Guangzhou), China · Huawei Noah’s Ark Lab, UK

  25. MassSpecGym in the Wild: Uncovering and Correcting Evaluation Pitfalls in AI-Driven Molecule Discovery

    Jun 17, 2026Hongxuan Liu, Roman Bushuiev, Ivy Lightheart +12Tandem Mass SpectraMle-Bench Lite

    1Massachusetts Institute of Technology · Institute of Organic Chemistry and Biochemistry of the Czech Academy of Sciences · 3Czech Institute of Informatics, Robotics and Cybernetics, Czech Technical University in Prague +2

  26. SEAGym: An Evaluation Environment for Self-Evolving LLM Agents

    Jun 16, 2026Congjie Zheng, Chuanyi Xue, Bin Liang +2Self-Evolving AgentsAgent Harness

    Department of Automation, Tsinghua University, Beijing, 100084, China · Beijing National Research Center for Information Science and Technology (BNRist), Tsinghua University, Beijing, 100084, China

  27. SkillChain-Gym: A Benchmark for Reskilling-Aware Production-Inventory Control under Disruptions

    Jun 15, 2026Carlos Eduardo SanojaInventory ControlJob Shop Scheduling

    Professor, FCEA, Universidad Monte´avila Edificio Lomas del Sol, Calle Humboldt, Lomas del Sol, Caracas, Venezuela · Quanta Labs, LLC

  28. LatentGym: A Testbed For Cross-Task Experiential Learning With Controllable Latent Structure

    Jun 13, 2026Daksh Mittal, Tommaso Castellani, Thomson Yen +7Agentic LearningSkillgym

    1Columbia University · 2Oumi

  29. CyberGym-E2E: Scalable Real-World Benchmark for AI Agents' End-to-End Cybersecurity Capabilities

    Jun 3, 2026Tianneng Shi, Robin Rheem, Dongwei Jiang +13CybersecuritySecurity Evaluation

    1UC Berkeley · 2Johns Hopkins University · 3UC Santa Cruz +1

  30. A Unified Benchmark for Dynamic Medical Treatment Reinforcement Learning

    May 31, 2026Yuepeng Wang, Ken Kawano, Yoshihiko Fujisawa +12TreatmentSkillgym

    Tokyo University of Agriculture and Technology · Institute of Science Tokyo · National University of Singapore +5

  31. Verus-SpecGym: An Agentic Environment for Evaluating Specification Autoformalization

    May 26, 2026Anmol Agarwal, Natalie Neamtu, Pranjal Aggarwal +6AutoformalizationRaw Judge Outputs

    CMU · Amazon · Work performed while at Amazon.

  32. MobileGym: A Verifiable and Highly Parallel Simulation Platform for Mobile GUI Agent Research

    May 25, 2026Dingbang Wu, Rui Hao, Haiyang Wang +8SkillgymSimulation-Based Reinforcement Learning

    Institute of Automation, Chinese Academy of Sciences · Peking University · The Chinese University of Hong Kong

  33. CUA-Gym: Scaling Verifiable Training Environments and Tasks for Computer-Use Agents

    May 25, 2026Bowen Wang, Dunjie Lu, Junli Wang +11Reinforcement Learning With Verifiable RewardSynthetic Environments

    The University of Hong Kong · Qwen Team, Alibaba Inc. · University of California, San Diego +1

  34. From Patches to Trajectories: Privileged Process Supervision for Software-Engineering Agents

    May 21, 2026Murong Ma, Tianyu Chen, Yun Lin +7Swe-Bench VerifiedImitation

    1National University of Singapore · 2Microsoft Research Asia · 3Shanghai Jiao Tong University +1

  35. MemGym: a Long-Horizon Memory Environment for LLM Agents

    May 20, 2026Wujiang Xu, Yu Wang, Kai Mei +8Agentic MemoryLarge Language Model Agents

    1Rutgers University · 2Capital One · 3Princeton University +1

  36. ShopGym: An Integrated Framework for Realistic Simulation and Scalable Benchmarking of E-Commerce Web Agents

    May 15, 2026Chinmay Savadikar, Mingyu Zhao, Yuanzheng Zhu +5Synthetic EnvironmentsSkillgym

    North Carolina State University · Shopify

  37. Chrono-Gymnasium: An Open-Source, Gymnasium-Compatible Distributed Simulation Framework

    May 14, 2026Bocheng Zou, Harry Zhang, Khailanii Slaton +5Physics SimulationRigid-Body Dynamics

    University of Wisconsin-Madison

  38. Towards Affordable Energy: A Gymnasium Environment for Electric Utility Demand-Response Programs

    May 12, 2026Jose E. Aguilar Escamilla, Lingdong Zhou, Xiangqi Zhu +1Demand ResponseElectricity Markets

    Department of Electrical Engineering and Computer Science, Oregon State University, USA

  39. MDGYM: Benchmarking AI Agents on Molecular Simulations

    May 9, 2026Vinay Kumar, Satyendra Rajput, Mausam +1Molecular DynamicsArtificial Intelligence Agents

    Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi · Department of Computer Science and Engineering, Indian Institute of Technology Delhi · Department of Civil and Environmental Engineering, Indian Institute of Technology Delhi +1

  40. NARRA-Gym for Evaluating Interactive Narrative Agents

    May 8, 2026Yue Huang, Yuchen Ma, Jiayi Ye +14SkillgymEmotion

    University of Notre Dame · 2LMU Munich · 11Munich Center for Machine Learning +8

  41. Coopetition-Gym v1: A Formally Grounded Platform for Mixed-Motive Multi-Agent Reinforcement Learning under Strategic Coopetition

    May 3, 2026Vik Pant, Eric YuCooperationMulti-Agent Reinforcement Learning

    Faculty of Information University of Toronto · Faculty of Information and Department of Computer Science University of Toronto

  42. EO-Gym: A Multimodal, Interactive Environment for Earth Observation Agents

    May 2, 2026Sai Ma, Zhuang Li, Sichao Li +4Earth ObservationGeospatial Reasoning

    The Australian National University · Royal Melbourne Institute of Technology · University of Sydney +1

  43. Healthcare AI GYM for Medical Agents

    May 1, 2026Minbyul JeongClinical Reasoning TrainingSkillgym

    Upstage AI

  44. D3-Gym: Constructing Real-World Verifiable Environments for Data-Driven Discovery

    Apr 30, 2026Hanane Nour Moussa, Yifei Li, Zhuoyang Li +7Data Science AgentsSkillgym

    1The Ohio State University · 2Cisco Research

  45. A Reproducibility Study of LLM-Based Query Reformulation

    Apr 30, 2026Amin Bigdeli, Radin Hamidi Rad, Hai Son Le +4ReproducibilitySkillgym

    University of Waterloo Waterloo, Ontario, Canada · Mila – Quebec AI Institute Montreal, Quebec, Canada · Toronto Metropolitan University Toronto, Ontario, Canada +2

  46. SeekerGym: A Benchmark for Reliable Information Seeking

    Apr 18, 2026Remy Kim, Minseung Lee, Shuo Li +1SkillgymCompletion

    University of Pennsylvania, Curation Labs · Curation Labs · Google DeepMind +1

  47. CoGrid & the Multi-User Gymnasium: A Framework for Multi-Agent Experimentation

    Apr 16, 2026Chase McDonald, Cleotilde GonzalezMulti-Agent SimulationsHuman-Ai Interaction

    Department of Social and Decision Sciences · Carnegie Mellon University

  48. MMAI Gym for Science: Training Liquid Foundation Models for Drug Discovery

    Mar 3, 2026Maksim Kuznetsov, Zulfat Miftahutdinov, Rim Shayakhmetov +17Drug DiscoveryMolecular Optimization

    Insilico Medicine · Liquid AI

  49. VectorGym: A Multi-Task Benchmark for SVG Code Generation, Sketching and Editing

    Feb 22, 2026Joan Rodriguez, Haotian Zhang, Abhay Puri +14Scalable Vector GraphicSketches

    Mila, Quebec AI Institute · ÉTS Montréal · QuiverAI +11

  50. The HydroGym Reinforcement Learning Platform for Fluid Dynamics

    Dec 19, 2025Christian Lagemann, Sajeda Mokbel, Miro Gondrum +18Fluid DynamicsFluid Controls

    Department of Mechanical Engineering, University of Washington, Seattle, WA 98195, United States · AI Institute in Dynamic Systems, University of Washington, Seattle, WA 98195, United States · Chair of Fluid Mechanics and Institute of Aerodynamics, RWTH Aachen University, Aachen, Germany +9

  51. ICR-RL: Deep Reinforcement Learning via In-Context Regression

    Sep 14, 2025David Schiff, Ofir Lindenbaum, Yonathan EfroniIcr-RlIn-Context Learning

    Bar-Ilan University, Ramat Gan, Israel · Tel Aviv University, Tel Aviv, Israel

  52. BiasGym: A Simple and Generalizable Framework for Analyzing and Removing Biases through Injection

    Aug 12, 2025Sekh Mainul Islam, Nadav Borenstein, Siddhesh Milind Pawar +3Large Language Model BiasBiases

    University of Copenhagen

  53. SafeOR-Gym: A Benchmark Suite for Safe Reinforcement Learning Algorithms on Practical Operations Research Problems

    Jun 2, 2025Asha Ramanujam, Adam Elyoumi, Hao Chen +5Safety ConstraintsOperations Research

    Davidson School of Chemical Engineering, Purdue University, West Lafayette, IN · Energy Sciences, ExxonMobil Technology and Engineering Company, Annandale, NJ · Energy Sciences, ExxonMobil Technology and Engineering Company, Annadale, NJ

  54. OpenFinGym: A Verifiable Multi-Task Gym Environment for Evaluating Quant Agents

    Date pendingKaicheng Zhang, Wen Ge, Lei Jiang +5SkillgymTrading

    University of Edinburgh · University College London · Alan Turing Institute +1