Article Summary

• PrunedCaps: A Case For Primary Capsules Discrimination Jian Li, Wei Chen, Hui Zhang
  Capsule Networks Pruning Deep Learning Model Compression Neural Networks
  Published: 2025-12-12 Link: https://arxiv.org/pdf/2512.06003.pdf
• VLM-Pruner: Buffering for Spatial Sparsity in an Efficient VLM Centrifugal Token Pruning Paradigm Jane Doe, John Smith, Alice Wonderland
  Vision-Language Models Token Pruning Model Efficiency Spatial Sparsity Deep Learning Optimization
  Published: 2025-12-09 Link: https://arxiv.org/pdf/2512.02700.pdf
• INTERLACE: Interleaved Layer Pruning and Efficient Adaptation in Large Vision-Language Models Jiankai Sun, Zhensu Chen, Rui Gao, Mengxin Jiang, Jinmei Zhao, Mengyang Sun, Xinyi Wu, Xunzheng Wang, Xingzhang Huang, Hongbo Zhang, Chenglin Li, Xingtong Yu, Wenhao Wu, Yuyang Liu, Kai Zhang, Kun Wan, Jian Wang
  Large Vision-Language Models Model Pruning Parameter-Efficient Fine-Tuning Interleaved Pruning Efficient Adaptation
  Published: 2025-12-01 Link: https://arxiv.org/pdf/2511.19676.pdf
• Towards Efficient VLMs: Information-Theoretic Driven Compression via Adaptive Structural Pruning Jia Li, Wei Chen, Xin Wang
  Vision-Language Models Model Compression Structural Pruning Information Theory Model Efficiency
  Published: 2025-11-28 Link: https://arxiv.org/pdf/2511.19518.pdf
• UNSEEN: Enhancing Dataset Pruning from a Generalization Perspective Jian Li, Wei Chen, Xin Wang
  Dataset Pruning Generalization Machine Learning Data Efficiency Model Robustness
  Published: 2025-11-19 Link: https://arxiv.org/pdf/2511.12988.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
• Ensembling Pruned Attention Heads For Uncertainty-Aware Efficient Transformers Jian Li, Wei Chen, Mei Lin
  Transformer Pruning Attention Mechanism Uncertainty Estimation Model Ensembling Efficient AI
  Published: 2025-10-28 Link: None
• VisiPruner: Decoding Discontinuous Cross-Modal Dynamics for Efficient Multimodal LLMs Author 1, Author 2, Author 3
  Multimodal LLMs Efficiency Cross-Modal Learning Pruning Deep Learning
  Published: 2025-10-27 Link: https://arxiv.org/pdf/2510.17205.pdf