Model Compression

LSSF: Safety Alignment for Large Language Models through Low-Rank Safety Subspace Fusion ACL 2025 LVPruning: An Effective yet Simple Language-Guided Vision Token Pruning Approach for Multi-modal Large Language Models NAACL 2025 MaCP: Minimal yet Mighty Adaptation via Hierarchical Cosine Projection ACL 2025 Make Your Training Flexible: Towards Deployment-Efficient Video Models ICCV 2025 MambaQuant: Quantizing the Mamba Family with Variance Aligned Rotation Methods ICLR 2025 MARIO-0.5B: A Multi-Agent Lightweight Model for Real-Time Open Information Extraction in Low-Resource Settings EMNLP 2025 Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes ACL 2025 Maximizing the Effectiveness of Larger BERT Models for Compression ACL 2025 MBQ: Modality-Balanced Quantization for Large Vision-Language Models CVPR 2025 MDP: Multidimensional Vision Model Pruning with Latency Constraint CVPR 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 4-bit Preconditioned Stochastic Optimization ICCV 2025 Memory-Efficient Backpropagation for Fine-Tuning LLMs on Resource-Constrained Mobile Devices EMNLP 2025 MEraser: An Effective Fingerprint Erasure Approach for Large Language Models ACL 2025 MergePrint: Merge-Resistant Fingerprints for Robust Black-box Ownership Verification of Large Language Models ACL 2025 MeteoRA: Multiple-tasks Embedded LoRA for Large Language Models ICLR 2025 METEOR: Multi-Encoder Collaborative Token Pruning for Efficient Vision Language Models ICCV 2025 MIA-Tuner: Adapting Large Language Models as Pre-training Text Detector AAAI 2025 Minimal Interaction Seperated Tuning: A New Paradigm for Visual Adaptation CVPR 2025 Misclassification-driven Fingerprinting for DNNs Using Frequency-aware GANs IJCAI 2025 Mitigating Bias in Machine Learning: A Comprehensive Review and Novel Approaches AAAI 2025 Mitigating Catastrophic Forgetting in Large Language Models with Forgetting-aware Pruning EMNLP 2025 Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression EMNLP 2025 Mitigating Sequential Dependencies: A Survey of Algorithms and Systems for Generation-Refinement Frameworks in Autoregressive Models EMNLP 2025