token pruning

Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models AAAI 2025 Growing a Twig to Accelerate Large Vision-Language Models ICCV 2025 Harnessing Input-Adaptive Inference for Efficient VLN ICCV 2025 Keyframe-oriented Vision Token Pruning: Enhancing Efficiency of Large Vision Language Models on Long-Form Video Processing ICCV 2025 KVCrush: Key Value Cache size-reduction using similarity in head-behaviour ACML 2025 Language-Guided Temporal Token Pruning for Efficient VideoLLM Processing EMNLP 2025 LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models ACL 2025 Lifting the Veil on Visual Information Flow in MLLMs: Unlocking Pathways to Faster Inference CVPR 2025 Matryoshka Multimodal Models ICLR 2025 METEOR: Multi-Encoder Collaborative Token Pruning for Efficient Vision Language Models ICCV 2025 Mutual Effort for Efficiency: A Similarity-based Token Pruning for Vision Transformers in Self-Supervised Learning ICLR 2025 PACT: Pruning and Clustering-Based Token Reduction for Faster Visual Language Models CVPR 2025 Patch Ranking: Token Pruning as Ranking Prediction for Efficient CLIP WACV 2025 Pruning All-Rounder: Rethinking and Improving Inference Efficiency for Large Vision Language Models ICCV 2025 Pruning One More Token is Enough: Leveraging Latency-Workload Non-Linearities for Vision Transformers on the Edge WACV 2025 RaaS: Reasoning-Aware Attention Sparsity for Efficient LLM Reasoning ACL 2025 Representing 3D Shapes with 64 Latent Vectors for 3D Diffusion Models ICCV 2025 SafeWatch: An Efficient Safety-Policy Following Video Guardrail Model with Transparent Explanations ICLR 2025 Skip-Vision: Efficient and Scalable Acceleration of Vision-Language Models via Adaptive Token Skipping ICCV 2025 SparseVILA: Decoupling Visual Sparsity for Efficient VLM Inference ICCV 2025 SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning EMNLP 2025 Stop Looking for “Important Tokens” in Multimodal Language Models: Duplication Matters More EMNLP 2025 TAMP: Token-Adaptive Layerwise Pruning in Multimodal Large Language Models ACL 2025 Token Cropr: Faster ViTs for Quite a Few Tasks CVPR 2025 Token Pruning in Multimodal Large Language Models: Are We Solving the Right Problem? ACL 2025