Model Compression

Adversarial Diffusion Compression for Real-World Image Super-Resolution CVPR 2025 Aequa: Fair Model Rewards in Collaborative Learning via Slimmable Networks ICML 2025 A General Framework to Enhance Fine-tuning-based LLM Unlearning ACL 2025 Aggregation Mechanism Based Graph Heterogeneous Networks Distillation IJCAI 2025 A Good Teacher Adapts Their Knowledge for Distillation ICCV 2025 AHCPTQ: Accurate and Hardware-Compatible Post-Training Quantization for Segment Anything Model ICCV 2025 AirCache: Activating Inter-modal Relevancy KV Cache Compression for Efficient Large Vision-Language Model Inference ICCV 2025 Algorithmic causal structure emerging through compression CLeaR 2025 Align Attention Heads Before Merging Them: An Effective Way for Converting MHA to GQA EMNLP 2025 AlignDistil: Token-Level Language Model Alignment as Adaptive Policy Distillation ACL 2025 Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification EMNLP 2025 Allowing Oscillation Quantization: Overcoming Solution Space Limitation in Low Bit-Width Quantization ICCV 2025 All You Need in Knowledge Distillation Is a Tailored Coordinate System AAAI 2025 ALPS: Attention Localization and Pruning Strategy for Efficient Adaptation of Large Language Models ACL 2025 AMQ: Enabling AutoML for Mixed-precision Weight-Only Quantization of Large Language Models EMNLP 2025 AMXFP4: Taming Activation Outliers with Asymmetric Microscaling Floating-Point for 4-bit LLM Inference ACL 2025 AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting ACL 2025 AnchorAttention: Difference-Aware Sparse Attention with Stripe Granularity EMNLP 2025 A New Federated Learning Framework Against Gradient Inversion Attacks AAAI 2025 An Orthogonal High-Rank Adaptation for Large Language Models EMNLP 2025 ARB-LLM: Alternating Refined Binarizations for Large Language Models ICLR 2025 Are Spatial-Temporal Graph Convolution Networks for Human Action Recognition Over-Parameterized? CVPR 2025 AROMA: Autonomous Rank-one Matrix Adaptation EMNLP 2025 ASER: Activation Smoothing and Error Reconstruction for Large Language Model Quantization AAAI 2025 Assessing Safety Risks and Quantization-aware Safety Patching for Quantized Large Language Models ICML 2025