Saved in:
| Main Authors: | Kalyan, Vivek, Andrews, Martin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | https://arxiv.org/abs/2510.24126 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning
by: Xi, Zhiheng, et al.
Published: (2025)
by: Xi, Zhiheng, et al.
Published: (2025)
Training Long-Context, Multi-Turn Software Engineering Agents with Reinforcement Learning
by: Golubev, Alexander, et al.
Published: (2025)
by: Golubev, Alexander, et al.
Published: (2025)
Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL
by: Gao, Jiaxuan, et al.
Published: (2025)
by: Gao, Jiaxuan, et al.
Published: (2025)
From Myopic Selection to Long-Horizon Awareness: Sequential LLM Routing for Multi-Turn Dialogue
by: Zhang, Jiarui, et al.
Published: (2026)
by: Zhang, Jiarui, et al.
Published: (2026)
Demystifying Reinforcement Learning for Long-Horizon Tool-Using Agents: A Comprehensive Recipe
by: Wu, Xixi, et al.
Published: (2026)
by: Wu, Xixi, et al.
Published: (2026)
TAMTRL: Teacher-Aligned Reward Reshaping for Multi-Turn Reinforcement Learning in Long-Context Compression
by: Wang, Li, et al.
Published: (2026)
by: Wang, Li, et al.
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)
DeepDive: Advancing Deep Search Agents with Knowledge Graphs and Multi-Turn RL
by: Lu, Rui, et al.
Published: (2025)
by: Lu, Rui, et al.
Published: (2025)
One Model, All Roles: Multi-Turn, Multi-Agent Self-Play Reinforcement Learning for Conversational Social Intelligence
by: Jiang, Bowen, et al.
Published: (2026)
by: Jiang, Bowen, et al.
Published: (2026)
VAGEN: Reinforcing World Model Reasoning for Multi-Turn VLM Agents
by: Wang, Kangrui, et al.
Published: (2025)
by: Wang, Kangrui, et al.
Published: (2025)
WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning
by: Wei, Zhepei, et al.
Published: (2025)
by: Wei, Zhepei, et al.
Published: (2025)
TSR: Trajectory-Search Rollouts for Multi-Turn RL of LLM Agents
by: Djuhera, Aladin, et al.
Published: (2026)
by: Djuhera, Aladin, et al.
Published: (2026)
RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning
by: Wang, Zihan, et al.
Published: (2025)
by: Wang, Zihan, 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)
Breaking Contextual Inertia: Reinforcement Learning with Single-Turn Anchors for Stable Multi-Turn Interaction
by: Chen, Xingwu, et al.
Published: (2026)
by: Chen, Xingwu, et al.
Published: (2026)
Search More, Think Less: Rethinking Long-Horizon Agentic Search for Efficiency and Generalization
by: Chen, Qianben, et al.
Published: (2026)
by: Chen, Qianben, et al.
Published: (2026)
UltraHorizon: Benchmarking Agent Capabilities in Ultra Long-Horizon Scenarios
by: Luo, Haotian, et al.
Published: (2025)
by: Luo, Haotian, et al.
Published: (2025)
MTSQL-R1: Towards Long-Horizon Multi-Turn Text-to-SQL via Agentic Training
by: Guo, Taicheng, et al.
Published: (2025)
by: Guo, Taicheng, et al.
Published: (2025)
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning
by: Wang, Haoming, et al.
Published: (2025)
by: Wang, Haoming, et al.
Published: (2025)
Consistently Simulating Human Personas with Multi-Turn Reinforcement Learning
by: Abdulhai, Marwa, et al.
Published: (2025)
by: Abdulhai, Marwa, et al.
Published: (2025)
BranPO: Scalable Contrastive Branch Sampling for Long-Horizon Agentic Reinforcement Learning
by: Zhao, Yubao, et al.
Published: (2026)
by: Zhao, Yubao, et al.
Published: (2026)
Lost in the Maze: Overcoming Context Limitations in Long-Horizon Agentic Search
by: Yen, Howard, et al.
Published: (2025)
by: Yen, Howard, et al.
Published: (2025)
LiteCoder-Terminal: Scaling Long-Horizon Terminal Environments for Learning Language Agents
by: Peng, Xiaoxuan, et al.
Published: (2026)
by: Peng, Xiaoxuan, 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)
Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks
by: Erdogan, Lutfi Eren, et al.
Published: (2025)
by: Erdogan, Lutfi Eren, et al.
Published: (2025)
Planning Transformer: Long-Horizon Offline Reinforcement Learning with Planning Tokens
by: Clinton, Joseph, et al.
Published: (2024)
by: Clinton, Joseph, et al.
Published: (2024)
SPIRAL: Self-Play on Zero-Sum Games Incentivizes Reasoning via Multi-Agent Multi-Turn Reinforcement Learning
by: Liu, Bo, et al.
Published: (2025)
by: Liu, Bo, et al.
Published: (2025)
HiMAP-Travel: Hierarchical Multi-Agent Planning for Long-Horizon Constrained Travel
by: Bui, The Viet, et al.
Published: (2026)
by: Bui, The Viet, et al.
Published: (2026)
Beyond Turn Limits: Training Deep Search Agents with Dynamic Context Window
by: Tang, Qiaoyu, et al.
Published: (2025)
by: Tang, Qiaoyu, et al.
Published: (2025)
Proactive Guidance of Multi-Turn Conversation in Industrial Search
by: Li, Xiaoyu, et al.
Published: (2025)
by: Li, Xiaoyu, et al.
Published: (2025)
Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon Tasks
by: Yang, Cheng, et al.
Published: (2025)
by: Yang, Cheng, et al.
Published: (2025)
ReSum: Unlocking Long-Horizon Search Intelligence via Context Summarization
by: Wu, Xixi, et al.
Published: (2025)
by: Wu, Xixi, et al.
Published: (2025)
Table-as-Search: Formulate Long-Horizon Agentic Information Seeking as Table Completion
by: Lan, Tian, et al.
Published: (2026)
by: Lan, Tian, et al.
Published: (2026)
Mem-T: Densifying Rewards for Long-Horizon Memory Agents
by: Yue, Yanwei, et al.
Published: (2026)
by: Yue, Yanwei, et al.
Published: (2026)
Context as a Tool: Context Management for Long-Horizon SWE-Agents
by: Liu, Shukai, et al.
Published: (2025)
by: Liu, Shukai, et al.
Published: (2025)
WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents
by: Qiao, Zile, et al.
Published: (2025)
by: Qiao, Zile, et al.
Published: (2025)
WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents
by: Liu, Junteng, et al.
Published: (2025)
by: Liu, Junteng, et al.
Published: (2025)
OCR-Memory: Optical Context Retrieval for Long-Horizon Agent Memory
by: Li, Jinze, et al.
Published: (2026)
by: Li, Jinze, et al.
Published: (2026)
SQL-Trail: Multi-Turn Reinforcement Learning with Interleaved Feedback for Text-to-SQL
by: Hua, Harper, et al.
Published: (2026)
by: Hua, Harper, et al.
Published: (2026)
SEAD: Self-Evolving Agent for Multi-Turn Service Dialogue
by: Dai, Yuqin, et al.
Published: (2026)
by: Dai, Yuqin, et al.
Published: (2026)
Similar Items
-
AgentGym-RL: Training LLM Agents for Long-Horizon Decision Making through Multi-Turn Reinforcement Learning
by: Xi, Zhiheng, et al.
Published: (2025) -
Training Long-Context, Multi-Turn Software Engineering Agents with Reinforcement Learning
by: Golubev, Alexander, et al.
Published: (2025) -
Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL
by: Gao, Jiaxuan, et al.
Published: (2025) -
From Myopic Selection to Long-Horizon Awareness: Sequential LLM Routing for Multi-Turn Dialogue
by: Zhang, Jiarui, et al.
Published: (2026) -
Demystifying Reinforcement Learning for Long-Horizon Tool-Using Agents: A Comprehensive Recipe
by: Wu, Xixi, et al.
Published: (2026)