model compression

EmbedLLM: Learning Compact Representations of Large Language Models ICLR 2025 EmByte: Decomposition and Compression Learning for Small yet Private NLP EMNLP 2025 EMO: Embedding Model Distillation via Intra-Model Relation and Optimal Transport Alignments EMNLP 2025 Emulating Self-attention with Convolution for Efficient Image Super-Resolution ICCV 2025 Enabling Visual Foundation Models to Teach Compact Students via Mixture of Distillation IJCAI 2025 Encryption-Friendly LLM Architecture ICLR 2025 Enhancing Cross-Tokenizer Knowledge Distillation with Contextual Dynamical Mapping ACL 2025 Enhancing Large Language Model Performance with Gradient-Based Parameter Selection AAAI 2025 Enhancing Low-Rank Adaptation with Recoverability-Based Reinforcement Pruning for Object Counting AAAI 2025 Enhancing Model Privacy in Federated Learning with Random Masking and Quantization EMNLP 2025 Enhancing One-Shot Pruned Pre-trained Language Models through Sparse-Dense-Sparse Mechanism COLING 2025 Eve: Efficient Multimodal Vision Language Models with Elastic Visual Experts AAAI 2025 EvolKV: Evolutionary KV Cache Compression for LLM Inference EMNLP 2025 EWoRA: Expert Weighted Low-Rank Adaptation for Heterogeneous Data IJCNLP 2025 Exploring the Trade-Offs: Quantization Methods, Task Difficulty, and Model Size in Large Language Models From Edge to Giant IJCAI 2025 Extracting General-use Transformers for Low-resource Languages via Knowledge Distillation COLING 2025 Extracting Interpretable Task-Specific Circuits from Large Language Models for Faster Inference AAAI 2025 FADA: Fast Diffusion Avatar Synthesis with Mixed-Supervised Multi-CFG Distillation CVPR 2025 Fair Text-Attributed Graph Representation Learning EMNLP 2025 Fast and Interpretable Mixed-Integer Linear Program Solving by Learning Model Reduction AAAI 2025 Fast and Slow Gradient Approximation for Binary Neural Network Optimization AAAI 2025 FastDraft: How to Train Your Draft ACL 2025 Faster Parameter-Efficient Tuning with Token Redundancy Reduction CVPR 2025 Faster Speculative Decoding via Effective Draft Decoder with Pruned Candidate Tree ACL 2025 FastVLM: Efficient Vision Encoding for Vision Language Models CVPR 2025