Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning
Paper
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2410.22304
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Published
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17
Self-Improving Agents
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OpenWebVoyager: Building Multimodal Web Agents via Iterative Real-World Exploration, Feedback and Optimization
Paper • 2410.19609 • Published • 17 -
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation
Paper • 2411.00412 • Published • 9 -
Improving Autonomous AI Agents with Reflective Tree Search and Self-Learning
Paper • 2410.02052 • Published • 9 -
VinePPO: Unlocking RL Potential For LLM Reasoning Through Refined Credit Assignment
Paper • 2410.01679 • Published • 24 -
DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search
Paper • 2410.03864 • Published • 11 -
AFlow: Automating Agentic Workflow Generation
Paper • 2410.10762 • Published -
Boundless Socratic Learning with Language Games
Paper • 2411.16905 • Published • 2 -
Enabling Scalable Oversight via Self-Evolving Critic
Paper • 2501.05727 • Published • 69 -
Multiagent Finetuning: Self Improvement with Diverse Reasoning Chains
Paper • 2501.05707 • Published • 19 -
Agent-R: Training Language Model Agents to Reflect via Iterative Self-Training
Paper • 2501.11425 • Published • 84 -
Towards General-Purpose Model-Free Reinforcement Learning
Paper • 2501.16142 • Published • 19