#Self-Training

3개의 포스트

[논문리뷰] EpiCaR: Knowing What You Don't Know Matters for Better Reasoning in LLMs

arXiv에 게시된 'EpiCaR: Knowing What You Don't Know Matters for Better Reasoning in LLMs' 논문에 대한 자세한 리뷰입니다.

#Review #LLM Reasoning #Model Calibration #Epistemic Uncertainty #Self-Training #Supervised Fine-tuning #Confidence-Informed Self-Consistency #Model Collapse

2026년 1월 13일

[논문리뷰] Boosting Unsupervised Video Instance Segmentation with Automatic Quality-Guided Self-Training

Dim P. Papadopoulos이 arXiv에 게시한 'Boosting Unsupervised Video Instance Segmentation with Automatic Quality-Guided Self-Training' 논문에 대한 자세한 리뷰입니다.

#Review #Unsupervised Video Instance Segmentation #Self-Training #Quality Assessment #Pseudo-labeling #Domain Adaptation #VideoMask2Former #YouTubeVIS

2025년 12월 9일

[논문리뷰] Does Understanding Inform Generation in Unified Multimodal Models? From Analysis to Path Forward

arXiv에 게시된 'Does Understanding Inform Generation in Unified Multimodal Models? From Analysis to Path Forward' 논문에 대한 자세한 리뷰입니다.

#Review #Unified Multimodal Models #Understanding-Generation Gap #Reasoning #Knowledge Transfer #Chain-of-Thought #Self-Training #Synthetic Data #Evaluation Framework

2025년 11월 25일