Model Compression

PVeRA: Probabilistic Vector-Based Random Matrix Adaptation WACV 2026 Q Cache: Visual Attention Is Valuable in Less than Half of Decode Layers for Multimodal Large Language Model AAAI 2026 Quant Experts: Token-aware Adaptive Error Reconstruction with Mixture of Experts for Large Vision-Language Models Quantization CVPR 2026 QuEPT: Quantized Elastic Precision Transformers with One-Shot Calibration for Multi-Bit Switching AAAI 2026 RAP: Fast Feedforward Rendering-Free Attribute-Guided Primitive Importance Score Prediction for Efficient 3D Gaussian Splatting Processing CVPR 2026 Resonating with RoPE: Spectral Quantization for High-Fidelity Key Cache Compression ACL 2026 Re-SpS: A Reinforcement Learning Approach to Speculative Sampling AAAI 2026 Rethinking Token Reduction for Large Vision-Language Models CVPR 2026 Revitalizing Black-Box Interpretability: Actionable Interpretability for LLMs via Proxy Models ACL 2026 RoSA: Enhancing Parameter-Efficient Fine-Tuning via RoPE-aware Selective Adaptation in Large Language Models AAAI 2026 S2D: Selective Spectral Decay for Quantization-Friendly Conditioning of Neural Activations CVPR 2026 Safe Vision-Language Models via Unsafe Weights Manipulation WACV 2026 SALR: Sparsity-Aware Low-Rank Representation for Efficient Fine-Tuning of Large Language Models AAAI 2026 Scale Regularization for Stable Low-Rank Adaptation AAAI 2026 SCOPE: Intrinsic Semantic Space Control for Mitigating Copyright Infringement in LLMs AAAI 2026 SCVQ: Sparse-Compensated Vector Quantization for Large Language Models ACL 2026 SDNLP at AMIYA 2026: Syrian Arabic Dialect Modeling with LoRA EACL 2026 SEAP: Sparse Expert Activation Pruning Unlocks the Brainpower of Large Language Models AAAI 2026 SegQuant: A Semantics-Aware and Generalizable Quantization Framework for Diffusion Models CVPR 2026 Self-Indexing KVCache: Predicting Sparse Attention from Compressed Keys AAAI 2026 SepPrune: Structured Pruning for Efficient Deep Speech Separation AAAI 2026 Share Your Attention: Transformer Weight Sharing via Matrix-based Dictionary Learning AAAI 2026 Sharp Eyes and Memory for VideoLLMs: Information-Aware Visual Token Pruning for Efficient and Reliable VideoLLM Reasoning AAAI 2026 SharVeT: Similarity-aware Parameter Sharing with Vector-based Tuning for Efficient LLM Compression ACL 2026 Sherry: Hardware-Efficient 1.25-Bit Ternary Quantization via Fine-grained Sparsification ACL 2026