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 EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models ACL 2025 Ego-VPA: Egocentric Video Understanding with Parameter-Efficient Adaptation WACV 2025 ELICIT: LLM Augmentation Via External In-context Capability ICLR 2025 ELMGS: Enhancing Memory and Computation Scalability through Compression for 3D Gaussian Splatting WACV 2025 EmByte: Decomposition and Compression Learning for Small yet Private NLP EMNLP 2025 Energy Considerations of Large Language Model Inference and Efficiency Optimizations ACL 2025 Enhancing Cross-Tokenizer Knowledge Distillation with Contextual Dynamical Mapping ACL 2025 Enhancing Diversity for Data-free Quantization CVPR 2025 Enhancing Knowledge Distillation of Large Language Models through Efficient Multi-Modal Distribution Alignment COLING 2025 Enhancing Large Language Model Performance with Gradient-Based Parameter Selection AAAI 2025 Enhancing Logits Distillation with Plug&Play Kendall’s $τ$ Ranking Loss ICML 2025 Enhancing Low-Rank Adaptation with Recoverability-Based Reinforcement Pruning for Object Counting AAAI 2025 Enhancing One-Shot Pruned Pre-trained Language Models through Sparse-Dense-Sparse Mechanism COLING 2025 Enhancing Zeroth-order Fine-tuning for Language Models with Low-rank Structures ICLR 2025 Erasing More Than Intended? How Concept Erasure Degrades the Generation of Non-Target Concepts ICCV 2025 ESF: Efficient Sensitive Fingerprinting for Black-Box Tamper Detection of Large Language Models ACL 2025 Evading Data Provenance in Deep Neural Networks ICCV 2025 Evading Toxicity Detection with ASCII-art: A Benchmark of Spatial Attacks on Moderation Systems ACL 2025 Evaluating Structured Output Robustness of Small Language Models for Open Attribute-Value Extraction from Clinical Notes ACL 2025 Evaluating the Robustness and Accuracy of Text Watermarking Under Real-World Cross-Lingual Manipulations EMNLP 2025 EvolKV: Evolutionary KV Cache Compression for LLM Inference EMNLP 2025 EvoPress: Accurate Dynamic Model Compression via Evolutionary Search ICML 2025 Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification AAAI 2025