self-improvement
The capability of an AI system to enhance its own performance over time through learning and adaptation from interactions and feedback.
- Afterburner: Reinforcement Learning Facilitates Self-Improving Code Efficiency Optimization
- Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
- Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?
- Enhancing GUI Agent with Uncertainty-Aware Self-Trained Evaluator
- FEEDBACK FRICTION: LLMs Struggle to Fully Incorporate External Feedback
- Matryoshka Pilot: Learning to Drive Black-Box LLMs with LLMs
- OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles
- Optimizing Retrieval for RAG via Reinforced Contrastive Learning
- Self-Improving Embodied Foundation Models
- Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning