Self-Taught Self-Correction for Small Language Models
Paper • 2503.08681 • Published • 16
Self correction
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Learning from Failures: Correction-Oriented Policy Optimization with Verifiable Rewards
Paper • 2605.14539 • Published • 8 -
SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning
Paper • 2607.14777 • Published • 108 -
Self-Improvements in Modern Agentic Systems: A Survey
Paper • 2607.13104 • Published • 36 -
AgentDebugX: An Open-Source Toolkit for Failure Observability, Attribution, and Recovery in LLM Agents
Paper • 2607.18754 • Published • 25 -
AREX: Towards a Recursively Self-Improving Agent for Deep Research
Paper • 2607.21461 • Published • 156 -
Skill Self-Play: Pushing the Frontier of LLM Capability with Co-Evolving Skills
Paper • 2607.22529 • Published • 48 -
From RLVR to RLSVR: Task Transformation Induces Self-Verifiable Rewards for Open-Ended LLM Self-Improvement
Paper • 2607.23802 • Published • 107 -
SPADE: Self-Play in Adaptive Synthetic Executable Environments
Paper • 2608.19197 • Published • 54 -
PILOT in the Loop: Live Self-Improvement for Long-Horizon Agents
Paper • 2608.26530 • Published • 35 -
S3Gym: Can LLMs Turn Self-Testing and Self-Judging into Self-Improvement?
Paper • 2608.31100 • Published • 40 -
Dream-RSI: Recursive Self-Improvement through Evolving Worlds
Paper • 2609.14858 • Published • 253