Model Compression

Assigning Distinct Roles to Quantized and Low-Rank Matrices Toward Optimal Weight Decomposition ACL 2025 AtomNet: Designing Tiny Models from Operators Under Extreme MCU Constraints AAAI 2025 ATP: Adaptive Threshold Pruning for Efficient Data Encoding in Quantum Neural Networks CVPR 2025 Attend to Not Attended: Structure-then-Detail Token Merging for Post-training DiT Acceleration CVPR 2025 AttriBoT: A Bag of Tricks for Efficiently Approximating Leave-One-Out Context Attribution ICLR 2025 Atyaephyra at SemEval-2025 Task 4: Low-Rank Negative Preference Optimization SemEval 2025 AutoIntent: AutoML for Text Classification EMNLP 2025 Automated Fine-Grained Mixture-of-Experts Quantization ACL 2025 Bag of Tricks for Sparse Mixture-of-Experts: A Benchmark Across Reasoning, Efficiency, and Safety EMNLP 2025 Balcony: A Lightweight Approach to Dynamic Inference of Generative Language Models EMNLP 2025 BeamLoRA: Beam-Constraint Low-Rank Adaptation ACL 2025 Best Practices for Distilling Large Language Models into BERT for Web Search Ranking COLING 2025 Beyond Dynamic Quantization: An Efficient Static Hierarchical Mix-precision Framework for Near-Lossless LLM Compression EMNLP 2025 Beyond Low-Rank Tuning: Model Prior-Guided Rank Allocation for Effective Transfer in Low-Data and Large-Gap Regimes. ICCV 2025 Beyond the Limits: Overcoming Negative Correlation of Activation-Based Training-Free NAS ICCV 2025 BiLD: Bi-directional Logits Difference Loss for Large Language Model Distillation COLING 2025 Binarized Neural Network for Multi-spectral Image Fusion CVPR 2025 BlockPruner: Fine-grained Pruning for Large Language Models ACL 2025 Boost Embodied AI Models with Robust Compression Boundary IJCAI 2025 Bypass Back-propagation: Optimization-based Structural Pruning for Large Language Models via Policy Gradient ACL 2025 Calibrating LLM Confidence by Probing Perturbed Representation Stability EMNLP 2025 Can Students Beyond the Teacher? Distilling Knowledge from Teacher’s Bias AAAI 2025 CASP: Compression of Large Multimodal Models Based on Attention Sparsity CVPR 2025 CLaSp: In-Context Layer Skip for Self-Speculative Decoding ACL 2025 Class Distillation with Mahalanobis Contrast: An Efficient Training Paradigm for Pragmatic Language Understanding Tasks ACL 2025