Saved in:
| Main Authors: | Wang, Jiawei, Liu, Jiacai, Fu, Yuqian, Li, Yingru, Wang, Xintao, Lin, Yuan, Yue, Yu, Zhang, Lin, Wang, Yang, Wang, Ke |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | https://arxiv.org/abs/2509.09265 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Trust Region Masking for Long-Horizon LLM Reinforcement Learning
by: Li, Yingru, et al.
Published: (2025)
by: Li, Yingru, et al.
Published: (2025)
A Note on Hybrid Online Reinforcement and Imitation Learning for LLMs: Formulations and Algorithms
by: Li, Yingru, et al.
Published: (2025)
by: Li, Yingru, et al.
Published: (2025)
Robust Search with Uncertainty-Aware Value Models for Language Model Reasoning
by: Yu, Fei, et al.
Published: (2025)
by: Yu, Fei, et al.
Published: (2025)
The Optimal Token Baseline: Variance Reduction for Long-Horizon LLM-RL
by: Li, Yingru, et al.
Published: (2026)
by: Li, Yingru, et al.
Published: (2026)
Revisiting On-Policy Distillation: Empirical Failure Modes and Simple Fixes
by: Fu, Yuqian, et al.
Published: (2026)
by: Fu, Yuqian, et al.
Published: (2026)
O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents
by: Wang, Piaohong, et al.
Published: (2025)
by: Wang, Piaohong, et al.
Published: (2025)
Memex(RL): Scaling Long-Horizon LLM Agents via Indexed Experience Memory
by: Wang, Zhenting, et al.
Published: (2026)
by: Wang, Zhenting, et al.
Published: (2026)
Scaling Flaws of Verifier-Guided Search in Mathematical Reasoning
by: Yu, Fei, et al.
Published: (2025)
by: Yu, Fei, et al.
Published: (2025)
Milestone-Guided Policy Learning for Long-Horizon Language Agents
by: Wang, Zixuan, et al.
Published: (2026)
by: Wang, Zixuan, et al.
Published: (2026)
VideoSeek: Long-Horizon Video Agent with Tool-Guided Seeking
by: Lin, Jingyang, et al.
Published: (2026)
by: Lin, Jingyang, et al.
Published: (2026)
Elementary Analysis of Policy Gradient Methods
by: Liu, Jiacai, et al.
Published: (2024)
by: Liu, Jiacai, et al.
Published: (2024)
MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory
by: Wang, Yuhui, et al.
Published: (2026)
by: Wang, Yuhui, et al.
Published: (2026)
ColorBench: Benchmarking Mobile Agents with Graph-Structured Framework for Complex Long-Horizon Tasks
by: Song, Yuanyi, et al.
Published: (2025)
by: Song, Yuanyi, et al.
Published: (2025)
On the Convergence of Projected Policy Gradient for Any Constant Step Sizes
by: Liu, Jiacai, et al.
Published: (2023)
by: Liu, Jiacai, et al.
Published: (2023)
CHI-Bench: Can AI Agents Automate End-to-End, Long-Horizon, Policy-Rich Healthcare Workflows?
by: Chen, Haolin, et al.
Published: (2026)
by: Chen, Haolin, et al.
Published: (2026)
EPO: Entropy-regularized Policy Optimization for LLM Agents Reinforcement Learning
by: Xu, Wujiang, et al.
Published: (2025)
by: Xu, Wujiang, et al.
Published: (2025)
ClinEnv: An Interactive Multi-Stage Long Horizon EHR Environment for Agents
by: Lu, Yuxing, et al.
Published: (2026)
by: Lu, Yuxing, et al.
Published: (2026)
PlugMem: A Task-Agnostic Plugin Memory Module for LLM Agents
by: Yang, Ke, et al.
Published: (2026)
by: Yang, Ke, et al.
Published: (2026)
Scaling Long-Horizon LLM Agent via Context-Folding
by: Sun, Weiwei, et al.
Published: (2025)
by: Sun, Weiwei, et al.
Published: (2025)
UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios
by: Luo, Haotian, et al.
Published: (2025)
by: Luo, Haotian, et al.
Published: (2025)
OdysseyBench: Evaluating LLM Agents on Long-Horizon Complex Office Application Workflows
by: Wang, Weixuan, et al.
Published: (2025)
by: Wang, Weixuan, et al.
Published: (2025)
COMAP: Co-Evolving World Models and Agent Policies for LLM Agents
by: Liu, Youwei, et al.
Published: (2026)
by: Liu, Youwei, et al.
Published: (2026)
ReFlect: An Effective Harness System for Complex Long-Horizon LLM Reasoning
by: Huang, Fan
Published: (2026)
by: Huang, Fan
Published: (2026)
REDSearcher: A Scalable and Cost-Efficient Framework for Long-Horizon Search Agents
by: Chu, Zheng, et al.
Published: (2026)
by: Chu, Zheng, et al.
Published: (2026)
FinHarness: An Inline Lifecycle Safety Harness for Finance LLM Agents
by: Jia, Haoxuan, et al.
Published: (2026)
by: Jia, Haoxuan, et al.
Published: (2026)
Connecting the Dots: Benchmarking Reflective Memory in Long-Horizon Dialogue
by: Lin, Jingjie, et al.
Published: (2026)
by: Lin, Jingjie, et al.
Published: (2026)
AgentFugue: Agent Scaling for Long-Horizon Tasks through Collective Reasoning
by: Hu, Yuyang, et al.
Published: (2026)
by: Hu, Yuyang, et al.
Published: (2026)
Skills on the Fly: Test-Time Adaptive Skill Synthesis for LLM Agents
by: Wang, Jingxing, et al.
Published: (2026)
by: Wang, Jingxing, et al.
Published: (2026)
HE-SNR: Uncovering Latent Logic via Entropy for Guiding Mid-Training on SWE-bench
by: Wang, Yueyang, et al.
Published: (2026)
by: Wang, Yueyang, et al.
Published: (2026)
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation
by: Ding, Shuangrui, et al.
Published: (2026)
by: Ding, Shuangrui, et al.
Published: (2026)
Stabilizing Off-Policy Training for Long-Horizon LLM Agent via Turn-Level Importance Sampling and Clipping-Triggered Normalization
by: Li, Chenliang, et al.
Published: (2025)
by: Li, Chenliang, et al.
Published: (2025)
Dynamic Vocabulary Pruning: Stable LLM-RL by Taming the Tail
by: Li, Yingru, et al.
Published: (2025)
by: Li, Yingru, et al.
Published: (2025)
LLM$\times$MapReduce-V2: Entropy-Driven Convolutional Test-Time Scaling for Generating Long-Form Articles from Extremely Long Resources
by: Wang, Haoyu, et al.
Published: (2025)
by: Wang, Haoyu, et al.
Published: (2025)
Uncertainty-Aware Variational Reward Factorization via Probabilistic Preference Bases for LLM Personalization
by: Lee, Gyuseok, et al.
Published: (2026)
by: Lee, Gyuseok, et al.
Published: (2026)
EntropyLong: Effective Long-Context Training via Predictive Uncertainty
by: Jia, Junlong, et al.
Published: (2025)
by: Jia, Junlong, et al.
Published: (2025)
Are Full Rollouts Necessary for On-Policy Distillation?
by: Zhang, Yaocheng, et al.
Published: (2026)
by: Zhang, Yaocheng, et al.
Published: (2026)
Harnessing the Unseen: The Hidden Influence of Intrinsic Knowledge in Long-Context Language Models
by: Fu, Yu, et al.
Published: (2025)
by: Fu, Yu, et al.
Published: (2025)
Logit Dynamics in Softmax Policy Gradient Methods
by: Li, Yingru
Published: (2025)
by: Li, Yingru
Published: (2025)
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation
by: Wang, Zihao, et al.
Published: (2024)
by: Wang, Zihao, et al.
Published: (2024)
(Perhaps) Beyond Human Translation: Harnessing Multi-Agent Collaboration for Translating Ultra-Long Literary Texts
by: Wu, Minghao, et al.
Published: (2024)
by: Wu, Minghao, et al.
Published: (2024)
Similar Items
-
Trust Region Masking for Long-Horizon LLM Reinforcement Learning
by: Li, Yingru, et al.
Published: (2025) -
A Note on Hybrid Online Reinforcement and Imitation Learning for LLMs: Formulations and Algorithms
by: Li, Yingru, et al.
Published: (2025) -
Robust Search with Uncertainty-Aware Value Models for Language Model Reasoning
by: Yu, Fei, et al.
Published: (2025) -
The Optimal Token Baseline: Variance Reduction for Long-Horizon LLM-RL
by: Li, Yingru, et al.
Published: (2026) -
Revisiting On-Policy Distillation: Empirical Failure Modes and Simple Fixes
by: Fu, Yuqian, et al.
Published: (2026)