model compression

Information-Bottleneck Driven Binary Neural Network for Change Detection ICCV 2025 Inheriting Generalized Learngene for Efficient Knowledge Transfer across Multiple Tasks AAAI 2025 Instant Adversarial Purification with Adversarial Consistency Distillation CVPR 2025 Integrating Independent Layer-Wise Rank Selection with Low-Rank SVD Training for Model Compression: A Theory-Driven Approach IJCAI 2025 Interpreting the Effects of Quantization on LLMs IJCNLP 2025 Iterative Layer Pruning for Efficient Translation Inference EMNLP 2025 Iterative Structured Knowledge Distillation: Optimizing Language Models Through Layer-by-Layer Distillation COLING 2025 JAQ: Joint Efficient Architecture Design and Low-Bit Quantization with Hardware-Software Co-Exploration AAAI 2025 KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language Models ICLR 2025 KDAT: Inherent Adversarial Robustness via Knowledge Distillation with Adversarial Tuning for Object Detection Models AAAI 2025 KD-MSLRT: Lightweight Sign Language Recognition Model Based on Mediapipe and 3D to 1D Knowledge Distillation AAAI 2025 Knowledge Distillation for Language Models NAACL 2025 Knowledge Distillation for Learned Image Compression ICCV 2025 Knowledge Distillation with Multi-granularity Mixture of Priors for Image Super-Resolution ICLR 2025 Knowledge Distillation with Refined Logits ICCV 2025 KVCrush: Key Value Cache size-reduction using similarity in head-behaviour ACML 2025 KV-Latent: Dimensional-level KV Cache Reduction with Frequency-aware Rotary Positional Embedding ACL 2025 L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models ACL 2025 LaCoOT: Layer Collapse through Optimal Transport ICCV 2025 LangCompress: Language-Aware Compression of Large Language Models IJCNLP 2025 Language Models Can be Efficiently Steered via Minimal Embedding Layer Transformations EMNLP 2025 LAqua: Laplacian Pyramids for Aquatic Segmentation (Student Abstract) AAAI 2025 Large Language Model Evaluation via Matrix Nuclear-Norm EMNLP 2025 Large Language Models Are Overparameterized Text Encoders NAACL 2025 LAWCAT: Efficient Distillation from Quadratic to Linear Attention with Convolution across Tokens for Long Context Modeling EMNLP 2025