Model Compression

Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025 SLVR: Super-Light Visual Reconstruction via Blueprint Controllable Convolutions and Exploring Feature Diversity Representation CVPR 2025 SMamba: Sparse Mamba for Event-based Object Detection AAAI 2025 SMEC:Rethinking Matryoshka Representation Learning for Retrieval Embedding Compression EMNLP 2025 SODA: Spectral Orthogonal Decomposition Adaptation for Diffusion Models WACV 2025 SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression AAAI 2025 Sparse Learning for State Space Models on Mobile ICLR 2025 Sparse Structure Exploration and Re-optimization for Vision Transformer UAI 2025 Sparse Transfer Learning Accelerates and Enhances Certified Robustness: A Comprehensive Study AAAI 2025 SparseVILA: Decoupling Visual Sparsity for Efficient VLM Inference ICCV 2025 Sparsifying Mamba EMNLP 2025 Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation ICCV 2025 Speculative Safety-Aware Decoding EMNLP 2025 Speed Without Sacrifice: Fine-Tuning Language Models with Medusa and Knowledge Distillation in Travel Applications ACL 2025 SpindleKV: A Novel KV Cache Reduction Method Balancing Both Shallow and Deep Layers ACL 2025 SPvR: Structured Pruning via Ranking UAI 2025 Squeezed Attention: Accelerating Long Context Length LLM Inference ACL 2025 SSUN-Net: Spatial-Spectral Prior-Aware Unfolding Network for Pan-Sharpening AAAI 2025 SSVQ: Unleashing the Potential of Vector Quantization with Sign-Splitting ICCV 2025 State-offset Tuning: State-based Parameter-Efficient Fine-Tuning for State Space Models ACL 2025 Steering LLM Reasoning Through Bias-Only Adaptation EMNLP 2025 Stochastic Weight Sharing for Bayesian Neural Networks AISTATS 2025 Stop Looking for “Important Tokens” in Multimodal Language Models: Duplication Matters More EMNLP 2025 Structural Pruning via Spatial-aware Information Redundancy for Semantic Segmentation AAAI 2025 Structured Pruning for Diverse Best-of-N Reasoning Optimization ACL 2025