Vela: User Behavior as Supervision Sparks LLM Intelligence
Paper • 2610.14709 • Published • 88
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ROSS: Relearning from Self-Generated Rollouts through Selective SupervisionOrganizations
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PACT: From Credit Assignment to Critic Alignment
Paper • 2609.26355 • Published • 32
ROSS: Relearning from Self-Generated Rollouts through Selective Supervision
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Learning to Learn from Context: Synthetic Training from Perturbed Public Documents
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Verify Before You Distill: Prompt-Level Teacher Gating for On-Policy Distillation
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D^3-MOPD: Adaptive Dynamic Domain ScheDuling for Efficient Multi-Teacher Distillation
Paper • 2608.24987 • Published • 28
PILOT in the Loop: Live Self-Improvement for Long-Horizon Agents
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Iris: Climbing to the Search Frontier
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