model compression

Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers CVPR 2025 Layer-wise Vision Injection with Disentangled Attention for Efficient LVLMs ICCV 2025 LeanK: Learnable K Cache Channel Pruning for Efficient Decoding EMNLP 2025 LeanQuant: Accurate and Scalable Large Language Model Quantization with Loss-error-aware Grid ICLR 2025 LeanVAE: An Ultra-Efficient Reconstruction VAE for Video Diffusion Models ICCV 2025 Learning Compatible Multi-Prize Subnetworks for Asymmetric Retrieval CVPR 2025 Learning Few-Step Diffusion Models by Trajectory Distribution Matching ICCV 2025 Learning from Diverse Reasoning Paths with Routing and Collaboration EMNLP 2025 Learning Harmonized Representations for Speculative Sampling ICLR 2025 Learning Together to Perform Better: Teaching Small-Scale LLMs to Collaborate via Preferential Rationale Tuning ACL 2025 Learning with Less: Knowledge Distillation from Large Language Models via Unlabeled Data NAACL 2025 Less Can be More: An Empirical Evaluation of Small and Large Language Models for Sentence-level Claim Detection ACL 2025 Less is More: Empowering GUI Agent with Context-Aware Simplification ICCV 2025 Less Is More? Examining Fairness in Pruned Large Language Models for Summarising Opinions EMNLP 2025 Let’s Focus on Neuron: Neuron-Level Supervised Fine-tuning for Large Language Model COLING 2025 Lightweight and Fast Real-time Image Enhancement via Decomposition of the Spatial-aware Lookup Tables ICCV 2025 Lightweight Safety Guardrails Using Fine-tuned BERT Embeddings COLING 2025 LiT: Delving into a Simple Linear Diffusion Transformer for Image Generation ICCV 2025 LiteASR: Efficient Automatic Speech Recognition with Low-Rank Approximation EMNLP 2025 LlamaDuo: LLMOps Pipeline for Seamless Migration from Service LLMs to Small-Scale Local LLMs ACL 2025 LLaMaFlex: Many-in-one LLMs via Generalized Pruning and Weight Sharing ICLR 2025 LLaVA-KD: A Framework of Distilling Multimodal Large Language Models ICCV 2025 LLaVA-MoD: Making LLaVA Tiny via MoE-Knowledge Distillation ICLR 2025 LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models ICCV 2025 LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering ACL 2025