model compression

Pretraining Context Compressor for Large Language Models with Embedding-Based Memory ACL 2025 Pre-training Distillation for Large Language Models: A Design Space Exploration ACL 2025 Privacy-Preserving Low-Rank Adaptation Against Membership Inference Attacks for Latent Diffusion Models AAAI 2025 Probe Pruning: Accelerating LLMs through Dynamic Pruning via Model-Probing ICLR 2025 ProcrustesGPT: Compressing LLMs with Structured Matrices and Orthogonal Transformations ACL 2025 ProCut: LLM Prompt Compression via Attribution Estimation EMNLP 2025 Propulsion: Steering LLM with Tiny Fine-Tuning COLING 2025 ProSparse: Introducing and Enhancing Intrinsic Activation Sparsity within Large Language Models COLING 2025 PruneSLU: Efficient On-device Spoken Language Understanding through Vocabulary and Structural Pruning Interspeech 2025 Pruning General Large Language Models into Customized Expert Models ACL 2025 Pruning Large Language Models with Semi-Structural Adaptive Sparse Training AAAI 2025 PTQ1.61: Push the Real Limit of Extremely Low-Bit Post-Training Quantization Methods for Large Language Models ACL 2025 Punching Above Precision: Small Quantized Model Distillation with Learnable Regularizer ACML 2025 PUP 3D-GS: Principled Uncertainty Pruning for 3D Gaussian Splatting CVPR 2025 Pushing the Limits of BFP on Narrow Precision LLM Inference AAAI 2025 Q-DiT: Accurate Post-Training Quantization for Diffusion Transformers CVPR 2025 QJL: 1-Bit Quantized JL Transform for KV Cache Quantization with Zero Overhead AAAI 2025 Q-Mamba: Towards more efficient Mamba models via post-training quantization ACL 2025 QPruner: Probabilistic Decision Quantization for Structured Pruning in Large Language Models NAACL 2025 QSpec: Speculative Decoding with Complementary Quantization Schemes EMNLP 2025 Q-TempFusion: Quantization-Aware Temporal Multi-Sensor Fusion on Bird's-Eye View Representation WACV 2025 QUADS: Quantized Distillation Framework for Efficient Speech Language Understanding Interspeech 2025 Quamba: A Post-Training Quantization Recipe for Selective State Space Models ICLR 2025 Quantization without Tears CVPR 2025 Quantized but Deceptive? A Multi-Dimensional Truthfulness Evaluation of Quantized LLMs EMNLP 2025