Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning
Paper
•
2505.01441
•
Published
•
39
Agentic
-
-
LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities
Paper • 2504.16078 • Published • 21 -
Emergent Agentic Transformer from Chain of Hindsight Experience
Paper • 2305.16554 • Published -
DiaTool-DPO: Multi-Turn Direct Preference Optimization for Tool-Augmented Large Language Models
Paper • 2504.02882 • Published • 7 -
ATLAS: Learning to Optimally Memorize the Context at Test Time
Paper • 2505.23735 • Published • 22 -
Self-Challenging Language Model Agents
Paper • 2506.01716 • Published • 10 -
Matrix-Game: Interactive World Foundation Model
Paper • 2506.18701 • Published • 72 -
Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory
Paper • 2508.09736 • Published • 56 -
WebExplorer: Explore and Evolve for Training Long-Horizon Web Agents
Paper • 2509.06501 • Published • 78 -
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use
Paper • 2510.05592 • Published • 102 -
AgentFold: Long-Horizon Web Agents with Proactive Context Management
Paper • 2510.24699 • Published • 66 -
AlphaResearch: Accelerating New Algorithm Discovery with Language Models
Paper • 2511.08522 • Published • 13 -
ResearchRubrics: A Benchmark of Prompts and Rubrics For Evaluating Deep Research Agents
Paper • 2511.07685 • Published • 6