model compression

MBQ: Modality-Balanced Quantization for Large Vision-Language Models CVPR 2025 MCNC: Manifold-Constrained Reparameterization for Neural Compression ICLR 2025 MDP: Multidimensional Vision Model Pruning with Latency Constraint CVPR 2025 MDSGen: Fast and Efficient Masked Diffusion Temporal-Aware Transformers for Open-Domain Sound Generation ICLR 2025 MEET: Towards Memory-Efficient Temporal Sparse Deep Neural Networks CVPR 2025 MEGA: Memory-Efficient 4D Gaussian Splatting for Dynamic Scenes ICCV 2025 Memory-Efficient Backpropagation for Fine-Tuning LLMs on Resource-Constrained Mobile Devices EMNLP 2025 Memory-Efficient Generative Models via Product Quantization ICCV 2025 MergeNet: Knowledge Migration Across Heterogeneous Models, Tasks, and Modalities AAAI 2025 Merge then Realign: Simple and Effective Modality-Incremental Continual Learning for Multimodal LLMs EMNLP 2025 MeRino: Entropy-Driven Design for Generative Language Models on IoT Devices AAAI 2025 Meta-Unlearning on Diffusion Models: Preventing Relearning Unlearned Concepts ICCV 2025 MimiQ: Low-Bit Data-Free Quantization of Vision Transformers with Encouraging Inter-Head Attention Similarity AAAI 2025 MiniKV: Pushing the Limits of 2-Bit KV Cache via Compression and System Co-Design for Efficient Long Context Inference ACL 2025 Minimal Interaction Seperated Tuning: A New Paradigm for Visual Adaptation CVPR 2025 Mitigating Bias in Machine Learning: A Comprehensive Review and Novel Approaches AAAI 2025 Mitigating Sequential Dependencies: A Survey of Algorithms and Systems for Generation-Refinement Frameworks in Autoregressive Models EMNLP 2025 MixA-Q: Revisiting Activation Sparsity for Vision Transformers from a Mixed-Precision Quantization Perspective ICCV 2025 Mix-LN: Unleashing the Power of Deeper Layers by Combining Pre-LN and Post-LN ICLR 2025 Mixture Compressor for Mixture-of-Experts LLMs Gains More ICLR 2025 Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization EMNLP 2025 MLKV: Multi-Layer Key-Value Heads for Memory Efficient Transformer Decoding NAACL 2025 MLWQ: Efficient Small Language Model Deployment via Multi-Level Weight Quantization EMNLP 2025 MobileIE: An Extremely Lightweight and Effective ConvNet for Real-Time Image Enhancement on Mobile Devices ICCV 2025 MobilePortrait: Real-Time One-Shot Neural Head Avatars on Mobile Devices CVPR 2025