computational efficiency

Accelerating Controllable Generation via Hybrid-grained Cache AAAI 2026 Activation-wise Propagation: A One-Timestep Strategy for Spiking Neural Networks AAAI 2026 Adaptive Spatial and Temporal Redundancy Optimization for Efficient Reasoning in Large Language Models ACL 2026 AirWino: Optimized Winograd Convolution for Accelerating CNN Inference on ARMv8 Processors AAAI 2026 CMedBench: A Comprehensive Benchmark for Efficient Medical Large Language Models AAAI 2026 Confidence-Guided Stepwise Model Routing for Cost-Efficient Reasoning AAAI 2026 Content-aware Information Compression and Selection for Whole Slide Image Analysis AAAI 2026 CoRE-Learning with Look-Ahead and Immediate Resource Allocation AAAI 2026 DPAR: Dynamic Patchification for Efficient Autoregressive Visual Generation CVPR 2026 Drs.NAS: Ultra-Efficient Neural Architecture Search for Recommendation Systems OSDI 2026 DTC-WSI: Dynamic Token Compression for Whole-Slide Images MIDL 2026 Filter, Correlate, Compress: Training-Free Token Reduction for MLLM Acceleration AAAI 2026 HCC-3D: Hierarchical Compensatory Compression for 98% 3D Token Reduction in Vision-Language Models AAAI 2026 HeSS: Head Sensitivity Score for Sparsity Redistribution in VGGT CVPR 2026 Infinity-MoE: Generalizing Mixture of Experts to Infinite Experts EACL 2026 Interest-Shift-Aware Logical Reasoning for Efficient Long-Sequence Recommendation AAAI 2026 Investigating Data Pruning for Pretraining Biological Foundation Models at Scale AAAI 2026 Is Bin Generation Indispensable? A Bin-Generation-Free Dataset Quantization via Semantic Perspective CVPR 2026 Is This LLM Library Learning? Evaluation Must Account For Compute and Behaviour EACL 2026 Knowledge-Based Stable Roommates Problems AAAI 2026 Learnable Motion-Focused Tokenization for Effective and Efficient Video Unsupervised Domain Adaptation CVPR 2026 Making Every Head Count: Sparse Attention Without the Speed-Performance Trade-off AAAI 2026 MinerU2.5: A Decoupled Vision-Language Model for Efficient High-Resolution Document Parsing ACL 2026 Multi-Patch Global-to-Local Transformer Architecture For Efficient Flow Matching and Diffusion Model CVPR 2026 ParaDySe: A Parallel Strategy Switching Framework for Dynamic Sequences in Transformer-based Large Language Models AAAI 2026