flops reduction

Efficient Segmentation with Multimodal Large Language Model via Token Routing AAAI 2026 Explore and Establish Synergistic Effects Between Weight Pruning and Coreset Selection in Neural Network Training AAAI 2026 Filter, Correlate, Compress: Training-Free Token Reduction for MLLM Acceleration AAAI 2026 PosPrune: Visual Token Pruning with Positional Bias Correction for Efficient Large Vision-Language Models AAAI 2026 AdaTP: Attention-Debiased Token Pruning for Video Large Language Models EMNLP 2025 CoreMatching: A Co-adaptive Sparse Inference Framework with Token and Neuron Pruning for Comprehensive Acceleration of Vision-Language Models ICML 2025 Fit and Prune: Fast and Training-free Visual Token Pruning for Multi-modal Large Language Models AAAI 2025 Less is More: Empowering GUI Agent with Context-Aware Simplification ICCV 2025 METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding EMNLP 2025 ShortV: Efficient Multimodal Large Language Models by Freezing Visual Tokens in Ineffective Layers ICCV 2025 VisiPruner: Decoding Discontinuous Cross-Modal Dynamics for Efficient Multimodal LLMs EMNLP 2025 Accelerating Transformers with Spectrum-Preserving Token Merging NeurIPS 2024 AdaMoE: Token-Adaptive Routing with Null Experts for Mixture-of-Experts Language Models EMNLP 2024 An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models ECCV 2024 Attention-Driven Training-Free Efficiency Enhancement of Diffusion Models CVPR 2024 Fast Forwarding Low-Rank Training EMNLP 2024 FLORA: Fine-Grained Low-Rank Architecture Search for Vision Transformer WACV 2024 SLiM: Speculative Decoding with Hypothesis Reduction NAACL 2024 Towards Green AI in Fine-tuning Large Language Models via Adaptive Backpropagation ICLR 2024 Value-Based Deep Multi-Agent Reinforcement Learning with Dynamic Sparse Training NeurIPS 2024 Beyond Attentive Tokens: Incorporating Token Importance and Diversity for Efficient Vision Transformers CVPR 2023 DiffRate : Differentiable Compression Rate for Efficient Vision Transformers ICCV 2023 Global Vision Transformer Pruning With Hessian-Aware Saliency CVPR 2023 HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks AAAI 2023 Making Vision Transformers Efficient From a Token Sparsification View CVPR 2023