Model Compression

Efficient Speech Translation through Model Compression and Knowledge Distillation ACL 2025 Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments EMNLP 2025 Efficient Vocabulary Reduction for Small Language Models COLING 2025 eLIR-Net: An Efficient AI Solution for Image Retouching WACV 2025 ELMGS: Enhancing Memory and Computation Scalability through Compression for 3D Gaussian Splatting WACV 2025 Emulating Self-attention with Convolution for Efficient Image Super-Resolution ICCV 2025 Encoder-Aware Sequence-Level Knowledge Distillation for Low-Resource Neural Machine Translation NAACL 2025 EnergyCompress: A General Case Base Learning Strategy IJCAI 2025 Enhancing Large Language Model Performance with Gradient-Based Parameter Selection AAAI 2025 ESC: Erasing Space Concept for Knowledge Deletion CVPR 2025 Expanding before Inferring: Enhancing Factuality in Large Language Models through Premature Layers Interpolation EMNLP 2025 Exploring Activation Patterns of Parameters in Language Models AAAI 2025 Exploring Model Kinship for Merging Large Language Models EMNLP 2025 Exploring Shared-Weight Mechanisms in Transformer and Conformer Architectures for Automatic Speech Recognition Interspeech 2025 Exploring the Trade-Offs: Quantization Methods, Task Difficulty, and Model Size in Large Language Models From Edge to Giant IJCAI 2025 Extended Abstract: Probing-Guided Parameter-Efficient Fine-Tuning for Balancing Linguistic Adaptation and Safety in LLM-based Social Influence Systems ACL 2025 Extracting Interpretable Task-Specific Circuits from Large Language Models for Faster Inference AAAI 2025 FAEDKV: Infinite-Window Fourier Transform for Unbiased KV Cache Compression EMNLP 2025 Fast Track to Winning Tickets: Repowering One-Shot Pruning for Graph Neural Networks AAAI 2025 FastVLM: Efficient Vision Encoding for Vision Language Models CVPR 2025 FBQuant: FeedBack Quantization for Large Language Models IJCAI 2025 Feather the Throttle: Revisiting Visual Token Pruning for Vision-Language Model Acceleration ICCV 2025 Federated Low-Rank Adaptation for Foundation Models: A Survey IJCAI 2025 FIMA-Q: Post-Training Quantization for Vision Transformers by Fisher Information Matrix Approximation CVPR 2025 Fine-tuning LLMs with Cross-Attention-based Weight Decay for Bias Mitigation EMNLP 2025