| 1 | SymAnt: Grounding Long-Horizon Action Anticipation with Adaptable Symbolic Priors | Fnu Aryan, Yaqi Xie, Joseph Campbell +6 | cs.RO | 2026-10-29 |
| 2 | L3G-World: Real-Time Infinite World Generation with Latent 3D Gaussian Memory | Jinhyeok Choi, JoungBin Lee, Jongmin Lee +5 | cs.CV | 2026-10-29 |
| 3 | Don't Lose the Thread: Empowering Long-Horizon LLM Agents with Cognitive Resource Self-Allocation | Zheng Zhu, Xiaozhuan Liang, Xi Chen +2 | cs.CL | 2026-10-29 |
| #4 | Learned Terminal Costs for Short-Horizon Model Predictive Control of Autonomous Trucks in Interactive Highway Traffic | Hooman Hamze, Benjamin Houshmand, Deepthi Pathare +3 | cs.LG | 2026-10-29 |
| #5 | When Requirements Interact: Scaling Long-Horizon Coding via Interdependent Specifications | Yishuo Cai, Minzheng Wang, Liang Zhao +5 | cs.SE | 2026-10-29 |
| #6 | Video Generation Meets Agent Harness: Agentic Video Generation, Agentic World Modeling and Recursive Self-Improvement | Liaoyuan Fan, Yuhao Zheng, Dongxing Mao +18 | cs.CV | 2026-10-29 |
| #7 | Escaping Path Mirages in Offline Goal-Conditioned Reinforcement Learning | Junhyeon Bae, Jaebak Hwang, Gwanwoo Choi +2 | cs.LG | 2026-10-29 |
| #8 | GROME: GROunding Factorized MEmory into Video World Models | Fang Yu, Xiaoxue Wu, Haiyu Zhang +6 | cs.CV | 2026-10-29 |
| #9 | Long-Term Agent Memory through Complementary Curation and Consolidation | Abhishek Gupta, Dongge Han, Daniel Madrigal Diaz +4 | cs.AI | 2026-10-29 |
| #10 | WorldProbe: When Video World Models Fall Apart under Long-Horizon Spatial Exploration | Minqi Wang, Jie Peng, Hejun Dong +8 | cs.CV | 2026-10-29 |
| #11 | FutureWorld: A Plug-and-Play Causal Next-State Predictor for Interactive Video World Exploration | Guangyuan Li, Kelu Yao, Shuolin Xu +6 | cs.CV | 2026-10-29 |
| #12 | ROAD: Modern Adversarial Training for Simple One-Step Distillation at Scale | Xiaoou Li, Shan You, Tao Huang | cs.CV | 2026-10-29 |
| #13 | How Specific Do I Need to Be? Effects of User Query Underspecification on Deep Research Agents | Yi Wen, Xiangjue Dong, Bingxuan Li +4 | cs.CL | 2026-10-29 |
| #14 | AgentDecept: Benchmarking Deceptive Behavior in Tool-Using LLM Agents under Pressure | Yehan Zhang, Qianqi Yan, Hang Yin +5 | cs.AI | 2026-10-29 |
| #15 | Unlimited OCR Works 2 | Shu Wei, Jingjing Wu, Qunyi Xie +9 | cs.CL | 2026-10-29 |
| #16 | Goal-Aware Dynamic Multi-Agent Collaboration for Long-Horizon Tasks | Xu Shen, Lingyong Yan, Shuaiqiang Wang +4 | cs.AI | 2026-10-29 |
| #17 | Reinforcement Learning for the Game of Balatro: A Fast Simulator and Two-Policy Training Approach | Ajay Vikram Periasami, Anjaneya Gupta, Ethan Cheng +1 | cs.LG | 2026-10-28 |
| #18 | Aligning Autoresearch: Co-Improvement between Agents and Humans | Tianjian Li, Chuanyang Jin, Seungone Kim +10 | cs.AI | 2026-10-28 |
| #19 | Where You Inject Matters: The Trust Region Effect in LLM Agents | Chengquan Guo, Xiaodong Liu, Weiwei Yang +7 | cs.AI | 2026-10-28 |
| #20 | AtomTree: A Hierarchical Framework for State-Aware Embodied Instruction Following with LLMs | Haotian Zhai, Tianming Sha, Junnan Li | cs.RO | 2026-10-28 |
| #21 | CALM: Conflict-Aware Lifecycle Memory Governance for Long-Horizon Language Agents | Chang Li, Xianhao Ou, Xinyan Ma +7 | cs.AI | 2026-10-28 |
| #22 | Accelerating Nonlinear MPC by Behavior Cloning with Separated Timescales: Application to Nuclear Reactor Load-Following | Perceval Beja-Battais, Alain Grosset{ê}te, Nicolas Vayatis | cs.AI | 2026-10-28 |
| #23 | SCOPE: Selective Critical-Step On-Policy Self-Distillation for Agentic Reinforcement Learning | Qirui Liu, Wei Cao, Yu Mi +5 | cs.AI | 2026-10-28 |
| #24 | PulmoWorld: An Asynchronous Multimodal Medical World Model for Longitudinal Pneumonia Dynamics | Cheng Tang, Xinyu Zhang, Jiawei Chen +14 | cs.CV | 2026-10-28 |
| #25 | The Role of Quantization in Loss Spikes | Zaiqian Chen, Aditya Somasundaram, Sophie Li +4 | cs.LG | 2026-10-28 |
| #26 | StepControl: Long-Horizon Human Motion Generation from Foot-Contact Schedules | Hojun Jang, Jinseok Bae, Donggeun Lim +5 | cs.CV | 2026-10-28 |
| #27 | Learning from Relative Action Credit for Escaping Local Minima | Giovanni Minelli, Giulio Turrisi, Lorenzo Amatucci +2 | cs.LG | 2026-10-27 |
| #28 | Predicting Sparse Observables in Parameterized Unsteady Flows Using Coarse-Mesh Graph Neural Networks | Brener Ramos, William R. Wolf, Tarcísio C. D. Oliveira +1 | cs.LG | 2026-10-27 |
| #29 | Generative modeling for fusion: a large-scale benchmark of stellarator fast-ion simulations | Misha Padidar, Teresa Huang, Mark Goldstein +2 | cs.LG | 2026-10-27 |
| #30 | Seq@K: Evaluating Language Models Under Sequential Feedback | Thomson Yen, Gilbert Yang, Naimeng Ye +8 | cs.AI | 2026-10-27 |
| #31 | From Interaction to Capability: Task Advancement as State and Supervision for GUI Agents | Ziyang Chen, Qian Li, Chengwei Qin | cs.AI | 2026-10-27 |
| #32 | GameVerse: A Minute-Scale Gameplay Dataset for Long-Horizon Interactive World Modeling | Kang He, Wenshuo Peng, Chuanhao Li +7 | cs.CV | 2026-10-27 |
| #33 | Spine: Compiling Subtask Trees into Structured Context for Long-Horizon Coding Agents | Jiahong Xiang, Kunqiu Chen, Lingming Zhang +1 | cs.SE | 2026-10-27 |
| #34 | Does Your Generalist Skill Optimizer Really Incentivize Agentic Tasks? Rethinking Skill Optimization via Bipartite Attribution | Jiawei Zhou, Bo Peng, Yuxuan Huang +4 | cs.AI | 2026-10-27 |
| #35 | Action-Value Calibration via Continuation Sharing for Long-Horizon Agentic Reinforcement Learning | Yingjian Chen, Lang Zhou, Zixin Zhao +3 | cs.LG | 2026-10-27 |
| #36 | AutoVend: Benchmarking LLM Agents on Long-Horizon Autonomous Vending Operations | Qiming Shi, Yikun Li, Beidi Luan +5 | cs.AI | 2026-10-27 |
| #37 | Select-TTT: Query-Conditioned Selective Fast Weight Updates for In-Place Test-Time Training | Yue Wu, Yang Zhang, Weinan Gan +4 | cs.LG | 2026-10-27 |
| #38 | CASEL: Consequence-Aware Selective Execution for Reliable Long-Horizon Tool-Using Agents | Yanyan Zhang, Fei Shen, Ting Yan +1 | cs.AI | 2026-10-27 |
| #39 | RoboAuto: Autonomous Robot Program Search through Multi-Level Physical Understanding | Buzhao Liu, Jianing Ye, Xiu Yuan +6 | cs.RO | 2026-10-27 |
| #40 | Verifiable Efficiency Limits of Innate LLM Planning in Sliding Puzzles | Yezhou Cheng, Charles Ling | cs.AI | 2026-10-26 |
| #41 | Profiling a Frontier Agent with EBench: From Direct Control to Harness with Policy | Yifei Yao, Yude Zou, Guanbo Jiao +12 | cs.RO | 2026-10-26 |
| #42 | Causal DAG-Guided Reinforcement Learning for Long-Term Physical Activity Maintenance: Using Prior Data to Inform Future Deployment | Xueqing Liu, Young Hyun Cho, Bhanu Teja Gullapalli +2 | stat.AP | 2026-10-26 |
| #43 | FOCUS: Active Critic Learning for Long-Horizon Language Model Agents | Zhengping Jiang, William Jurayj, Liaoyaqi Wang +3 | cs.LG | 2026-10-26 |
| #44 | MiRL: Error-Targeted Reinforcement Learning for Correcting Terminal Agent Misbehaviors | Runchu Tian, Zaid Khan, Zun Wang +2 | cs.LG | 2026-10-26 |
| #45 | WorldPager: Zero-Stall Tiered Memory for Long-Horizon World Models on a Single Consumer GPU | Bingnan Liu, Ruini Xue | cs.DC | 2026-10-26 |
| #46 | When Fine-Grained Credit Assignment Helps and Hurts: Multimodal Agentic Reinforcement Learning through Video Editing | Lei Zhao, Zongheng Cao, Xinyu Hu | cs.LG | 2026-10-26 |
| #47 | MarkovSim: an LLM Agent Harness with Bounded Context for Long-Horizon Computational Simulation | Yeui-Lung Lei, Wen-Bo Chen, Pan Zhang | cs.CE | 2026-10-26 |
| #48 | LongSearchEval: Evaluating Long-Horizon Web Search Capabilities of Large Language Models via a Trajectory-Aware Agent Framework with Failure-Node Localization | Jialiang Liu, Shusheng Li, Wenjun Tan | cs.AI | 2026-10-26 |
| #49 | Locked In: Multi-Objective RL for the AI Data Center Build-Out | Satyapragnya Kar, Rajarshi Das, PR Panigrahi | cs.LG | 2026-10-26 |
| #50 | MemVLN: Streaming Episodic Memory for Vision-Language Navigation | Yan Wang, Jiangyong Huang, Baoxiong Jia +1 | cs.CV | 2026-10-26 |