| 1 | Physis-Lang: Self-Evolving Language as a Physical Representation for Video World Model | Liming Lu, Xianzheng Ma, Wenkun He +14 | cs.CV | 2026-09-30 |
| 2 | DynaHarness: A Dynamic Physical Harness for Self-Evolving Robot Agents | Haoyuan Deng, Jiebin Liu, Tengxiao Zhang +3 | cs.RO | 2026-09-30 |
| 3 | Learning from Runtime Feedback through Failure-Bank Self-Evolution for Vision-Language-Action Models | Mingyue Cui, Zheyuan Liu, Yihan Zhu +2 | cs.RO | 2026-09-30 |
| #4 | MemCodex: Self-Programming Hierarchical Memory for Language Agents | Xiaoqiang Wang, Bang Liu | cs.CL | 2026-09-30 |
| #5 | SE-ADD: Self-Evolving Audio Deepfake Detection with Mistake-Driven Supervision | Rong Wan, Wei Xie, Jiaxi Li +4 | cs.SD | 2026-09-30 |
| #6 | Do Self-Evolving Skills Generalize to Held-Out Tasks? | Xihao Piao, Zifeng Wang, Zhen Chen | cs.AI | 2026-09-30 |
| #7 | False Frontiers: Diagnosing and Mitigating Co-Cheating in Self-Evolving Search Agents | Meijia Chen, Hao Li, Zheng Lu +12 | cs.CL | 2026-09-30 |
| #8 | Self-Evolving Algorithm-Design Agents: Escaping In-Context Evolutionary Stagnation via Population-Curated Policy Optimization | Chen Lu, Ke Xue, Siyuan Xu +2 | cs.AI | 2026-09-30 |
| #9 | UniEvo-VL: An On-policy Self-Distillation Training Recipe for Multimodal Model Self-improvement | Fang Wu, Da Xing, Yanjie Huang +16 | cs.AI | 2026-09-30 |
| #10 | EvoSteer: Online Self-Evolving Graph Orchestration via Reference-Anchored Credit Assignment | Mingda Zhang, Hanwen Zhang, Qiang Huang +5 | cs.AI | 2026-09-29 |
| #11 | Breaking Babel: A Self-Evolving Multi-Agent System for Long-Form Subtitle Translation | Haibo Jin, Xinjie Li, Najmeh Sadoughi +4 | cs.CL | 2026-09-29 |
| #12 | Component-Aware Feedback for Self-Evolving Programs | Ethan Lin, Jinming Nian, Yi Fang | cs.AI | 2026-09-29 |
| #13 | PrivMeSA: Privacy-Aware Self-Evolving Multi-Agent System for Medicine via Local-Remote LLM Collaboration | Dannong Wang, Yuran Zhang, Bian Sun +4 | cs.AI | 2026-09-29 |
| #14 | Self-Evolving Harness on Multiple Tasks with the Agent as Its Own Optimizer | Qiankai Xu | cs.AI | 2026-09-29 |
| #15 | TabFM-Auto: Self-Evolving Pipelines for Tabular Foundation Models | Deqing Fu, Huangyuan Su, Rajat Sen +4 | cs.LG | 2026-09-29 |
| #16 | Topological Coherence for Self-evolving Multi-agent Systems | Sen Zhao, Ruiqi Kong, Zuyu Zhang +4 | cs.AI | 2026-09-29 |
| #17 | AnyAct: Universal Action for Self-Evolving Agents | Lingrui Xu, Yangqin Jiang, Jiachang Zhang +2 | cs.AI | 2026-09-29 |
| #18 | Group-Marginalized Self-Rewarding RL Drives Zero-Label Self-Evolving | Yiming Wang, Yikang Liu, Qingyuan Tian +4 | cs.LG | 2026-09-29 |
| #19 | EASE: Behavior-Adaptive Skill Curation for Self-Evolving Agents | Zhen Xiong, Qiaoyu Tan | cs.AI | 2026-09-29 |
| #20 | SafeCoEvo: Co-Evolving Safety Harnesses and Guards for LLM Agents at Test-Time | Yu Cheng, Yongkang Hu, Shuaijie Ma +12 | cs.AI | 2026-09-29 |
| #21 | SAGE: A Statistical Acceptance Gate for Self-Evolving Agents | Yihao Wang, Linhan Xia, Rui Liu +6 | cs.AI | 2026-09-28 |
| #22 | SEABench: Benchmarking Endogenous Misalignment In Self-Evolving Agents | Saswat Das, Parvati Viswanathan, Daniel Donnelly +3 | cs.CR | 2026-09-28 |
| #23 | Reliability Engineering for AI Systems: Challenges, Methods, and Directions | Rong Pan, Yili Hong, Min Xie | cs.AI | 2026-09-28 |
| #24 | DoAtlas-2: A Foundation for Self-Evolving Causal Biomedical Discovery | Yulong Li, Rong Xia, Yuxuan Zhang +12 | cs.AI | 2026-09-28 |
| #25 | The Right Lesson at the Right Step: Deriving Control Updates for Self-Evolving Agents | Yunhe Su, ZiYi Dong, Tong Yu +4 | cs.CL | 2026-09-28 |
| #26 | WeaveData: A Multimodal Data Analysis System with Self-Critiquing and Self-Evolving LLM Plans | Min Jia, Shihao Zhou, Jun-Peng Zhu +9 | cs.DB | 2026-09-28 |
| #27 | Beyond Skill Evolution: Self-Evolving Context Management Policies for Long-Horizon Agent Harnesses | Weiyuan Li, Jinghan Xu, Aili Chen +4 | cs.AI | 2026-09-28 |
| #28 | GenMem: Generative Symbolic Memory for Self-Evolving Harness | Xinke Jiang, Tao Feng, Weixuan Xu +7 | cs.LG | 2026-09-28 |
| #29 | Direct Self-Evolving Optimization: Evolving LLMs without Challenger Training | Yuyang Deng, Yu Wang, Jiayun Wang | cs.LG | 2026-09-28 |
| #30 | Self-Evolving Agents via Likelihood-Guided Tool-Space Optimization | Xuanqi Zhang, Ruinan Jin, Running Yang +4 | cs.AI | 2026-09-28 |
| #31 | SpatialSkill: Self-Evolving Skills for Cross-View Spatial Reasoning | Ruifan Zuo, Guocheng Hu, Wanshui Gan +3 | cs.CV | 2026-09-28 |
| #32 | Self-discovering RL in the Era of Experience: Is Learning History an Asset or a Burden? | Haomin Luo | cs.AI | 2026-09-27 |
| #33 | Program-Verified Self-Evolution for Vision-Language Models | Ahmed Heakl, Sungik Choi, Moontae Lee +1 | cs.CV | 2026-09-27 |
| #34 | Dr. Free: You Don't Need Difficulty Rewards for Self-Evolving Search Agents | Zhipeng Qian, Zihan Liang, Yufei Ma +10 | cs.AI | 2026-09-27 |
| #35 | EverMine: Dissecting the Self-Evolution of Research Capabilities in Long-Horizon Alpha Research | Siyuan Li, Jiangfeng Zhang, Rui Yao +3 | cs.AI | 2026-09-27 |
| #36 | NLPG: Natural-Language Policy Gradients for Self-Evolving Language Agents | Xu Liu, WenZhang Wei, Jun Cao +4 | cs.CL | 2026-09-27 |
| #37 | SeOPD: Self-Evolving LLMs via Online Policy Distillation from Self-Generated Chain-of-Thought | Xiaoshu Chen, Xiangyu Wong, Sihang Zhou +2 | cs.AI | 2026-09-27 |
| #38 | Compositional Safety Failures in Harness Evolution: Identification and Runtime Monitoring | Zhixiang Zhang, Zesen Liu, Wai Ip Lai +2 | cs.AI | 2026-09-27 |
| #39 | StraTune: Adaptive Selection of Revision Operators for Self-Evolving LLM Skills | Zeping Liu, Yan Li, Ni Lao +2 | cs.AI | 2026-09-26 |
| #40 | Counterfactual Self-Evolving Agents for Evidence-Grounded Reasoning | Xing Han, Yuxin Wang, Chen Chen +8 | cs.AI | 2026-09-26 |
| #41 | RoboFoundry: System-as-Policy Evolution for Self-Learning Embodied Agents | Jingsong Liang, Shuhao Liao, Shizhe Zhang +15 | cs.RO | 2026-09-26 |
| #42 | Self-Evolving Multi-Agent Symbolic Discovery for Financial Fundamental Analysis | Kelvin J. L. Koa, Filip Orestav, Shengqiong Wu +2 | cs.MA | 2026-09-26 |
| #43 | Self-Evolving Time-Series Forecasting Agents with Episodic Memory and Online Policy Learning | Junyi Wang, Yilin Wang, Wen Wu +1 | cs.LG | 2026-09-26 |
| #44 | ExpVoyager: Direct Experience Navigation for Dynamic Agent Skill Synthesis | Kwangwook Seo, Dongha Lee | cs.CL | 2026-09-26 |
| #45 | VPEvolve: A Self-Evolving Virtual Process Engineer for Computational Lithography | Tianyi Li, Wenxuan Dong, Donger Luo +5 | cs.AI | 2026-09-26 |
| #46 | Self-Evolving Multimedia Verification through Memory Consolidation of Contestation Experiences | Truong Thanh Hung Nguyen, Vo Thanh Khang Nguyen, Hoang-Loc Cao +4 | cs.MM | 2026-09-23 |
| #47 | Ladders of Thought: A Self-Evolving Curriculum of Progressively Simplified Reasoning Traces | Minghui Liu, Thomas Magelinski, Dehao Yuan +2 | cs.AI | 2026-09-22 |
| #48 | When Tomorrow Becomes Today: Self-Evolving Policies for Agentic Time-Series Forecasting | Yifan Hu, Xilin Dai, Zhiyuan Qu +4 | cs.LG | 2026-09-21 |
| #49 | Beyond Endpoint Performance: Process-Level Evaluation of Self-Evolving Agents | Hongqiang Lin, Chao Liu, Xiaofan Bai +4 | cs.AI | 2026-09-21 |
| #50 | Qwen-Audio-3.1-Realtime: Towards Reliable Agentic Voice Interaction | Lujia Bao, Qian Chen, Luyao Cheng +14 | eess.AS | 2026-09-21 |