AgentGym: Evolving Large Language Model-based Agents across Diverse Environments
Paper
• 2406.04151 • Published
• 24
road2agi
-
-
DeepAnalyze: Agentic Large Language Models for Autonomous Data Science
Paper • 2510.16872 • Published • 109 -
Scaling Generalist Data-Analytic Agents
Paper • 2509.25084 • Published • 20 -
Scaling Agents via Continual Pre-training
Paper • 2509.13310 • Published • 117 -
Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL
Paper • 2508.07976 • Published • 52 -
Reinforcement Learning Foundations for Deep Research Systems: A Survey
Paper • 2509.06733 • Published • 32 -
Reinforcement Learning in Vision: A Survey
Paper • 2508.08189 • Published • 30 -
rStar2-Agent: Agentic Reasoning Technical Report
Paper • 2508.20722 • Published • 117 -
SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents
Paper • 2509.06283 • Published • 18 -
Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning
Paper • 2508.19598 • Published -
WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning
Paper • 2509.13305 • Published • 91 -
WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents
Paper • 2509.13309 • Published • 67 -
DeepDive: Advancing Deep Search Agents with Knowledge Graphs and Multi-Turn RL
Paper • 2509.10446 • Published • 2 -
SAM 3: Segment Anything with Concepts
Paper • 2511.16719 • Published • 129 -
O-Mem: Omni Memory System for Personalized, Long Horizon, Self-Evolving Agents
Paper • 2511.13593 • Published • 27 -
LiCoMemory: Lightweight and Cognitive Agentic Memory for Efficient Long-Term Reasoning
Paper • 2511.01448 • Published -
ENGRAM: Effective, Lightweight Memory Orchestration for Conversational Agents
Paper • 2511.12960 • Published • 1 -
MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs
Paper • 2510.14629 • Published • 1 -
Preference-Aware Memory Update for Long-Term LLM Agents
Paper • 2510.09720 • Published -
Mem-α: Learning Memory Construction via Reinforcement Learning
Paper • 2509.25911 • Published • 15 -
Memory-R1: Enhancing Large Language Model Agents to Manage and Utilize Memories via Reinforcement Learning
Paper • 2508.19828 • Published • 8 -
MemGen: Weaving Generative Latent Memory for Self-Evolving Agents
Paper • 2509.24704 • Published • 1 -
General Agentic Memory Via Deep Research
Paper • 2511.18423 • Published • 167 -
Experiential Reinforcement Learning
Paper • 2602.13949 • Published • 63 -
REDSearcher: A Scalable and Cost-Efficient Framework for Long-Horizon Search Agents
Paper • 2602.14234 • Published • 21