Model Compression

LazyMAR: Accelerating Masked Autoregressive Models via Feature Caching ICCV 2025 LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models ACL 2025 LeanK: Learnable K Cache Channel Pruning for Efficient Decoding EMNLP 2025 Learning Compatible Multi-Prize Subnetworks for Asymmetric Retrieval CVPR 2025 Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Adaptive Sharpness-Aware Gradient Aligning ICML 2025 LED-Merging: Mitigating Safety-Utility Conflicts in Model Merging with Location-Election-Disjoint ACL 2025 Less is More: Efficient Model Merging with Binary Task Switch CVPR 2025 Less is More: Empowering GUI Agent with Context-Aware Simplification ICCV 2025 Libra-Merging: Importance-redundancy and Pruning-merging Trade-off for Acceleration Plug-in in Large Vision-Language Model CVPR 2025 Lightweight and Fast Real-time Image Enhancement via Decomposition of the Spatial-aware Lookup Tables ICCV 2025 Lightweight Dataset Pruning without Full Training via Example Difficulty and Prediction Uncertainty ICML 2025 Lightweight Safety Guardrails Using Fine-tuned BERT Embeddings COLING 2025 LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation EMNLP 2025 LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models ICCV 2025 LLMs on a Budget? Say HOLA EMNLP 2025 Locality-aware Gaussian Compression for Fast and High-quality Rendering ICLR 2025 Localized Concept Erasure for Text-to-Image Diffusion Models Using Training-Free Gated Low-Rank Adaptation CVPR 2025 LoRaDA: Low-Rank Direct Attention Adaptation for Efficient LLM Fine-tuning EMNLP 2025 LoSiA: Efficient High-Rank Fine-Tuning via Subnet Localization and Optimization EMNLP 2025 Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding NAACL 2025 Low-Bit Quantization Favors Undertrained LLMs ACL 2025 LowFormer: Hardware Efficient Design for Convolutional Transformer Backbones WACV 2025 Low-Rank Adaptation in Multilinear Operator Networks for Security-Preserving Incremental Learning CVPR 2025 Low-Rank Interconnected Adaptation across Layers ACL 2025 LUT-Fuse: Towards Extremely Fast Infrared and Visible Image Fusion via Distillation to Learnable Look-Up Tables ICCV 2025