efficient inference

DnLUT: Ultra-Efficient Color Image Denoising via Channel-Aware Lookup Tables CVPR 2025 DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs EMNLP 2025 Dynamic-LLaVA: Efficient Multimodal Large Language Models via Dynamic Vision-language Context Sparsification ICLR 2025 EAVIT: Efficient and Accurate Human Value Identification From Text Data via LLMs IJCAI 2025 Efficient Inference for Large Language Models –Algorithm, Model, and System EMNLP 2025 Efficient Many-Shot In-Context Learning with Dynamic Block-Sparse Attention ACL 2025 EOV-Seg: Efficient Open-Vocabulary Panoptic Segmentation AAAI 2025 FastVLM: Self-Speculative Decoding for Fast Vision-Language Model Inference IJCNLP 2025 FIER: Fine-Grained and Efficient KV Cache Retrieval for Long-context LLM Inference EMNLP 2025 From PEFT to DEFT: Parameter Efficient Finetuning for Reducing Activation Density in Transformers AAAI 2025 Harnessing Input-Adaptive Inference for Efficient VLN ICCV 2025 Height-Fidelity Dense Global Fusion for Multi-modal 3D Object Detection ICCV 2025 HMT: Hierarchical Memory Transformer for Efficient Long Context Language Processing NAACL 2025 ImagePiece: Content-aware Re-tokenization for Efficient Image Recognition AAAI 2025 Ladder-Residual: Parallelism-Aware Architecture for Accelerating Large Model Inference with Communication Overlapping ICML 2025 Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers CVPR 2025 LCIRC: A Recurrent Compression Approach for Efficient Long-form Context and Query Dependent Modeling in LLMs NAACL 2025 LightThinker: Thinking Step-by-Step Compression EMNLP 2025 Lookahead Q-Cache: Achieving More Consistent KV Cache Eviction via Pseudo Query EMNLP 2025 Mamba Drafters for Speculative Decoding EMNLP 2025 MEDA: Dynamic KV Cache Allocation for Efficient Multimodal Long-Context Inference NAACL 2025 MiniKV: Pushing the Limits of 2-Bit KV Cache via Compression and System Co-Design for Efficient Long Context Inference ACL 2025 Mitigating Sequential Dependencies: A Survey of Algorithms and Systems for Generation-Refinement Frameworks in Autoregressive Models EMNLP 2025 MobileMamba: Lightweight Multi-Receptive Visual Mamba Network CVPR 2025 Patch Ranking: Token Pruning as Ranking Prediction for Efficient CLIP WACV 2025