Model Compression

Security Attacks on LLM-based Code Completion Tools AAAI 2025 SeedLM: Compressing LLM Weights into Seeds of Pseudo-Random Generators ICLR 2025 Seeing More, Saying More: Lightweight Language Experts are Dynamic Video Token Compressors EMNLP 2025 Seeing What Matters: Empowering CLIP with Patch Generation-to-Selection CVPR 2025 Selective Forgetting: Advancing Machine Unlearning Techniques and Evaluation in Language Models AAAI 2025 Self-Attentive Spatio-Temporal Calibration for Precise Intermediate Layer Matching in ANN-to-SNN Distillation AAAI 2025 Self-calibration for Language Model Quantization and Pruning NAACL 2025 Self-Updatable Large Language Models by Integrating Context into Model Parameters ICLR 2025 SemEval-2025 Task 4: Unlearning sensitive content from Large Language Models SemEval 2025 SemShareKV: Efficient KVCache Sharing for Semantically Similar Prompts via Token-Level LSH Matching IJCNLP 2025 Sensitivity-Aware Efficient Fine-Tuning via Compact Dynamic-Rank Adaptation CVPR 2025 Sensitivity-LoRA : Low-Load Sensitivity-Based Fine-Tuning for Large Language Models EMNLP 2025 SepLLM: Accelerate Large Language Models by Compressing One Segment into One Separator ICML 2025 SEUF: Is Unlearning One Expert Enough for Mixture-of-Experts LLMs? ACL 2025 ShortGPT: Layers in Large Language Models are More Redundant Than You Expect ACL 2025 ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers ICCV 2025 Single Teacher, Multiple Perspectives: Teacher Knowledge Augmentation for Enhanced Knowledge Distillation ICLR 2025 Slender-Mamba: Fully Quantized Mamba in 1.58 Bits From Head to Toe COLING 2025 SLiM: One-shot Quantization and Sparsity with Low-rank Approximation for LLM Weight Compression ICML 2025 Smaller, Weaker, Yet Better: Training LLM Reasoners via Compute-Optimal Sampling ICLR 2025 SMT: Fine-Tuning Large Language Models with Sparse Matrices ICLR 2025 SoLA: Leveraging Soft Activation Sparsity and Low-Rank Decomposition for Large Language Model Compression AAAI 2025 Sparse Logit Sampling: Accelerating Knowledge Distillation in LLMs ACL 2025 SparseMM: Head Sparsity Emerges from Visual Concept Responses in MLLMs ICCV 2025 Sparse Training from Random Initialization: Aligning Lottery Ticket Masks using Weight Symmetry ICML 2025