Pusen Dong

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upvoted a paper 15 days ago

Vela: User Behavior as Supervision Sparks LLM Intelligence

Paper • 2610.14709 • Published 19 days ago • 89

upvoted a paper 29 days ago

ROSS: Relearning from Self-Generated Rollouts through Selective Supervision

Paper • 2609.35954 • Published about 1 month ago • 55

upvoted 3 papers 30 days ago

Learning to Learn from Context: Synthetic Training from Perturbed Public Documents

Paper • 2609.33642 • Published Sep 27 • 35

Skill2Env: Capability-Oriented Environment Synthesis from Skills for General Agents

Paper • 2609.33772 • Published Sep 27 • 37

CompoWorld: Compositional Environment Scaling for General Agents

Paper • 2609.33665 • Published Sep 27 • 42

upvoted 2 papers 5 months ago

From Raw Experience to Skill Consumption: A Systematic Study of Model-Generated Agent Skills

Paper • 2605.23899 • Published May 22 • 27

Lens: Rethinking Training Efficiency for Foundational Text-to-Image Models

Paper • 2605.21573 • Published May 20 • 110

upvoted a paper 6 months ago

TMAS: Scaling Test-Time Compute via Multi-Agent Synergy

Paper • 2605.10344 • Published May 11 • 52