Efficient Computing

Think Faster Than Words: Efficient LLM Chain-of-Thought Reasoning via Dynamic Shortcut Decoding ACL 2026 Think How to Think: Mitigating Overthinking with Autonomous Difficulty Cognition in Large Reasoning Models ACL 2026 Threshold Differential Attention for Sink-Free, Ultra-Sparse, and Non-Dispersive Language Modeling ACL 2026 Token Reduction via Local and Global Contexts Optimization for Efficient Video Large Language Models CVPR 2026 TokenTiming: A Dynamic Alignment Method for Universal Speculative Decoding Model Pairs ACL 2026 Toward Low-Cost yet Effective Temporal Learning for UAV Tracking CVPR 2026 Towards Efficient and Effective Diffusion Language Model Inference via Semantic-Aware Adaptive Denoising ACL 2026 Training-free, Perceptually Consistent Low-Resolution Previews with High-Resolution Image for Efficient Workflows of Diffusion Models CVPR 2026 Ultra-Fast Neural Video Compression CVPR 2026 UniCompress: Token Compression for Unified Vision-Language Understanding and Generation CVPR 2026 Union-of-Experts: Neurons in Mixture-of-Experts are Secretly Routers ACL 2026 UniSpec: Training-Free Speculative Decoding for Robust LLM Acceleration Across Languages and Hardware ACL 2026 Unleash All Cores: Asymmetry-Aware Scalable DNN Inference on Mobile CPUs OSDI 2026 Upsample Anything: A Simple and Hard to Beat Baseline for Feature Upsampling CVPR 2026 UTPTrack: Towards Simple and Unified Token Pruning for Visual Tracking CVPR 2026 VGG-T$^3$: Offline Feed-Forward 3D Reconstruction at Scale CVPR 2026 VISion On Request: Enhanced VLLM efficiency with sparse, dynamically selected, vision-language interactions CVPR 2026 Vision-Oriented Lightweight Neural Architecture Search with Budget-Adaptive Evaluation CVPR 2026 VisPCO: Visual Token Pruning Configuration Optimization via Budget-Aware Pareto-Frontier Learning for Vision-Language Models ACL 2026 Vista-LLM: Decoupled Query-Guided Visual Token Pruning for Efficient Long-Video Large Language Models ACL 2026 VLM-Pruner: Buffering for Spatial Sparsity in an Efficient VLM Centrifugal Token Pruning Paradigm CVPR 2026 VVS: Accelerating Speculative Decoding for Visual Autoregressive Generation via Partial Verification Skipping CVPR 2026 WebClipper: Efficient Evolution of Web Agents with Graph-based Trajectory Pruning ACL 2026 When Do Models Actually Decide? Mapping the Layer-Wise Decision Timeline in Pretrained Neural Networks CVPR 2026 When Is Thinking Enough? Early Exit via Sufficiency Assessment for Efficient Reasoning ACL 2026