Reliable Self-Evolution with Imperfect Proxy Rewards
cs.AI
Submitted: 2026-10-02
Updated: 2026-10-02
Code: https://github.com/MLAI-Yonsei/CISE
Sources
- A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification
- Reward Model Ensembles Help Mitigate Overoptimization
- Prompt-A-Video: Prompt Your Video Diffusion Model via Preference-Aligned LLM
- LLMatDesign: Autonomous Materials Discovery with Large Language Models
- EvoX: Meta-Evolution for Automated Discovery
- AlphaEvolve: A coding agent for scientific and algorithmic discovery
- OpenAI GPT-5 System Card
- Calibrating LLM Judges: Linear Probes for Fast and Reliable Uncertainty Estimation
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