Efficient Computing

Motivating Next-Gen Accelerators with Flexible N:M Activation Sparsity via Benchmarking Lightweight Post-Training Sparsification Approaches ACL 2026 MPK: A Compiler and Runtime for Mega-Kernelizing Tensor Programs OSDI 2026 MuKV: Multi-Grained KV Cache Compression for Long Streaming Video Question-Answering CVPR 2026 Multinex: Lightweight Low-light Image Enhancement via Multi-prior Retinex CVPR 2026 Multi-Patch Global-to-Local Transformer Architecture For Efficient Flow Matching and Diffusion Model CVPR 2026 NAMI: Efficient Image Generation via Bridged Progressive Rectified Flow Transformers CVPR 2026 Native Hybrid Attention for Efficient Sequence Modeling ACL 2026 Octopus: Gated Selective Attention for Memory-Bounded Long-Context Inference in Large Language Models ACL 2026 One Layer's Trash is Another Layer's Treasure: Adaptive Layer-wise Visual Token Selection in LVLMs CVPR 2026 Optimal Expert-Attention Allocation in Mixture-of-Experts: A Scalable Law for Dynamic Model Design ACL 2026 Peek2: Regex-free Byte-level Byte-Pair Encoding Pretokenizer for LLM Inference on Edge Devices ACL 2026 Pip-Stereo: Progressive Iterations Pruner for Iterative Optimization based Stereo Matching CVPR 2026 PixelRush: Ultra-Fast, Training-Free High-Resolution Image Generation via One-step Diffusion CVPR 2026 PointCNN++: Performant Convolution on Native Points CVPR 2026 POINTS-Long: Adaptive Dual-Mode Visual Reasoning in MLLMs CVPR 2026 PP-OCRv5: A Specialized 5M-Parameter Model Rivaling Billion-Parameter Vision-Language Models on OCR Tasks CVPR 2026 Progressive Supernet Training for Efficient Visual Autoregressive Modeling CVPR 2026 Proxy-GS: Unified Occlusion Priors for Training and Inference in Structured 3D Gaussian Splatting CVPR 2026 Prune as You Generate: Online Rollout Pruning for Faster and Better RLVR ACL 2026 PyramidalWan: On Making Pretrained Video Model Pyramidal for Efficient Inference CVPR 2026 qTPU: Hybrid Tensor Networks for Quantum-Classical Acceleration OSDI 2026 QuantVLA: Scale-Calibrated Post-Training Quantization for Vision-Language-Action Models CVPR 2026 Render-of-Thought: Rendering Textual Chain-of-Thought as Images for Visual Latent Reasoning ACL 2026 ResCa: Residual Caching for Diffusion Transformers Acceleration CVPR 2026 Revisiting Token Compression for Accelerating ViT-based Sparse Multi-View 3D Object Detectors CVPR 2026