token reduction

DToMA: Training-free Dynamic Token MAnipulation for Long Video Understanding IJCAI 2025 Each graph is a new language: Graph Learning with LLMs ACL 2025 EcoLANG: Efficient and Effective Agent Communication Language Induction for Social Simulation EMNLP 2025 EcoSafeRAG: Efficient Security through Context Analysis in Retrieval-Augmented Generation EMNLP 2025 Efficient Motion-Aware Video MLLM CVPR 2025 Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation AAAI 2025 FALCON: Resolving Visual Redundancy and Fragmentation in High-resolution Multimodal Large Language Models via Visual Registers ICCV 2025 Faster Parameter-Efficient Tuning with Token Redundancy Reduction CVPR 2025 FastVLM: Efficient Vision Encoding for Vision Language Models CVPR 2025 FrameFusion: Combining Similarity and Importance for Video Token Reduction on Large Vision Language Models ICCV 2025 From Token to Action: State Machine Reasoning to Mitigate Overthinking in Information Retrieval EMNLP 2025 ImagePiece: Content-aware Re-tokenization for Efficient Image Recognition AAAI 2025 LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts EMNLP 2025 Less is More: A Simple yet Effective Token Reduction Method for Efficient Multi-modal LLMs COLING 2025 LightThinker: Thinking Step-by-Step Compression EMNLP 2025 LLaVA-PruMerge: Adaptive Token Reduction for Efficient Large Multimodal Models ICCV 2025 MMS-LLaMA: Efficient LLM-based Audio-Visual Speech Recognition with Minimal Multimodal Speech Tokens ACL 2025 One Trajectory, One Token: Grounded Video Tokenization via Panoptic Sub-object Trajectory ICCV 2025 p-MoD: Building Mixture-of-Depths MLLMs via Progressive Ratio Decay ICCV 2025 ProCut: LLM Prompt Compression via Attribution Estimation EMNLP 2025 PromptOptMe: Error-Aware Prompt Compression for LLM-based MT Evaluation Metrics NAACL 2025 PruneVid: Visual Token Pruning for Efficient Video Large Language Models ACL 2025 ResidualViT for Efficient Temporally Dense Video Encoding ICCV 2025 Rethinking Token Reduction with Parameter-Efficient Fine-Tuning in ViT for Pixel-Level Tasks CVPR 2025 Self-Training Elicits Concise Reasoning in Large Language Models ACL 2025