Model Compression

Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation EMNLP 2025 Harnessing Input-Adaptive Inference for Efficient VLN ICCV 2025 HD-PiSSA: High-Rank Distributed Orthogonal Adaptation EMNLP 2025 Hierarchical Safety Realignment: Lightweight Restoration of Safety in Pruned Large Vision-Language Models ACL 2025 Hybrid Data-Free Knowledge Distillation AAAI 2025 HydraOpt: Navigating the Efficiency-Performance Trade-off of Adapter Merging EMNLP 2025 ICP: Immediate Compensation Pruning for Mid-to-high Sparsity CVPR 2025 IG-Pruning: Input-Guided Block Pruning for Large Language Models EMNLP 2025 ImPart: Importance-Aware Delta-Sparsification for Improved Model Compression and Merging in LLMs ACL 2025 Importance-Based Token Merging for Efficient Image and Video Generation ICCV 2025 Improving Continual Pre-training Through Seamless Data Packing ACL 2025 Improving Reasoning Capabilities in Small Models through Mixture-of-layers Distillation with Stepwise Attention on Key Information EMNLP 2025 Inference-Time Diffusion Model Distillation ICCV 2025 Integrating Independent Layer-Wise Rank Selection with Low-Rank SVD Training for Model Compression: A Theory-Driven Approach IJCAI 2025 Iterative Layer Pruning for Efficient Translation Inference EMNLP 2025 IterIS: Iterative Inference-Solving Alignment for LoRA Merging CVPR 2025 ITP: Instance-Aware Test Pruning for Out-of-Distribution Detection AAAI 2025 K-LoRA: Unlocking Training-Free Fusion of Any Subject and Style LoRAs CVPR 2025 Knowledge Distillation for Learned Image Compression ICCV 2025 KurTail : Kurtosis-based LLM Quantization EMNLP 2025 KVCrush: Key Value Cache size-reduction using similarity in head-behaviour ACML 2025 L4Q: Parameter Efficient Quantization-Aware Fine-Tuning on Large Language Models ACL 2025 LaCoOT: Layer Collapse through Optimal Transport ICCV 2025 Large Language Models Are Overparameterized Text Encoders NAACL 2025 Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers CVPR 2025