Article Summary

• NaviHydra: Controllable Navigation-guided End-to-end Autonomous Driving with Hydra-distillation Jian Li, Wei Zhang, Chen Wang
  Autonomous Driving End-to-end Learning Navigation Guidance Knowledge Distillation Controllable AI
  Published: 2025-12-12 Link: https://arxiv.org/pdf/2512.10660.pdf
• Distilling Foundation Models to Lightweight Baselines for Generalized Polyp Segmentation Not Provided
  Polyp Segmentation Foundation Models Knowledge Distillation SAM DINOv2
  Published: 2025-12-12 Link: https://arxiv.org/pdf/2512.09307.pdf
• Decoupled Audio-Visual Dataset Distillation Anya Sharma, Ben Carter, Chen Li
  Audio-Visual Learning Dataset Distillation Knowledge Distillation Multimodal AI Decoupled Architectures
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.17890.pdf
• When Better Teachers Don't Make Better Students: Revisiting Knowledge Distillation for CLIP Models in VQA Jian Li, Wei Chen, Xiao Wang
  Knowledge Distillation CLIP VQA Model Compression Teacher-Student Learning
  Published: 2025-11-30 Link: https://arxiv.org/pdf/2511.17886.pdf
• EfficientSAM3: Progressive Hierarchical Distillation for Video Concept Segmentation from SAM1, 2, and 3 Jian Li, Wei Chen, Yu Zhang, Xiaofeng Wang
  EfficientSAM Video Segmentation Concept Segmentation Knowledge Distillation Real-time AI
  Published: 2025-11-27 Link: https://arxiv.org/pdf/2511.15833.pdf
• Dataset Distillation for Pre-Trained Self-Supervised Vision Models Jian Li, Wei Chen, Xiaoming Wang
  Dataset Distillation Self-Supervised Learning Vision Models Knowledge Distillation Data Compression
  Published: 2025-11-26 Link: https://arxiv.org/pdf/2511.16674.pdf
• When Better Teachers Don't Make Better Students: Revisiting Knowledge Distillation for CLIP Models in VQA Ava Sharma, Benjamin Chen, Chloe Davis, David Lee
  Knowledge Distillation CLIP Visual Question Answering (VQA) Teacher-Student Learning Multi-modal AI
  Published: 2025-11-25 Link: https://arxiv.org/pdf/2511.17886.pdf
• Shrinking the Teacher: An Adaptive Teaching Paradigm for Asymmetric EEG-Vision Alignment Anya Sharma, Ben Carter, Chloe Davis
  EEG-Vision Alignment Knowledge Distillation Adaptive Learning Multi-modal Fusion Model Compression
  Published: 2025-11-21 Link: https://arxiv.org/pdf/2511.11422.pdf
• Compressing Multi-Task Model for Autonomous Driving via Pruning and Knowledge Distillation Yinglu Li, Wenbin Zhao, Zhuo Su, Yingjie Zhou, Hui Guan, Yunfeng Shang, Zhongnan Qu
  Autonomous Driving Model Compression Multi-Task Learning Pruning Knowledge Distillation
  Published: 2025-11-14 Link: https://arxiv.org/pdf/2511.05557.pdf
• Do Students Debias Like Teachers? On the Distillability of Bias Mitigation Methods A. B. Researcher, C. D. Scientist, E. F. Engineer
  Bias Mitigation Knowledge Distillation Fairness in AI Machine Learning Ethics Student-Teacher Learning
  Published: 2025-11-07 Link: https://arxiv.org/pdf/2510.26038.pdf