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model compression

3,562 papers

MC

Papers

Can Students Beyond the Teacher? Distilling Knowledge from Teacher’s Bias AAAI 2025 Can We Achieve Efficient Diffusion Without Self-Attention? Distilling Self-Attention into Convolutions ICCV 2025 CASP: Compression of Large Multimodal Models Based on Attention Sparsity CVPR 2025 Catastrophic Failure of LLM Unlearning via Quantization ICLR 2025 Channel Merging: Preserving Specialization for Merged Experts AAAI 2025 CIARD: Cyclic Iterative Adversarial Robustness Distillation ICCV 2025 CLaSp: In-Context Layer Skip for Self-Speculative Decoding ACL 2025 ClusComp: A Simple Paradigm for Model Compression and Efficient Finetuning ACL 2025 COAT: Compressing Optimizer states and Activations for Memory-Efficient FP8 Training ICLR 2025 CoA: Towards Real Image Dehazing via Compression-and-Adaptation CVPR 2025 Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference AAAI 2025 CodecNeRF: Toward Fast Encoding and Decoding, Compact, and High-quality Novel-view Synthesis AAAI 2025 CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation EMNLP 2025 Coeff-Tuning: A Graph Filter Subspace View for Tuning Attention-Based Large Models CVPR 2025 CoLA: Compute-Efficient Pre-Training of LLMs via Low-Rank Activation EMNLP 2025 CompAct: Compressed Activations for Memory-Efficient LLM Training NAACL 2025 Comparative Knowledge Distillation WACV 2025 Composable Interventions for Language Models ICLR 2025 Comprehensive and Efficient Distillation for Lightweight Sentiment Analysis Models EMNLP 2025 Compression-Aware Computing for Scalable and Sustainable AI AAAI 2025 Concept Distillation from Strong to Weak Models via Hypotheses-to-Theories Prompting NAACL 2025 ConCISE: Confidence-guided Compression in Step-by-step Efficient Reasoning EMNLP 2025 ConsNoTrainLoRA: Data-driven Weight Initialization of Low-rank Adapters using Constraints ICCV 2025 Context-aware Dynamic Pruning for Speech Foundation Models ICLR 2025 Context-Driven Dynamic Pruning for Large Speech Foundation Models Interspeech 2025