Efficient Computing

Scaling Laws for Linear Complexity Language Models EMNLP 2024 Scaling transformer neural networks for skillful and reliable medium-range weather forecasting NeurIPS 2024 SCA: Selective Compression Attention for Efficiently Extending the Context Window of Large Language Models EMNLP 2024 Seesaw: Compensating for Nonlinear Reduction with Linear Computations for Private Inference ICML 2024 SGLang: Efficient Execution of Structured Language Model Programs NeurIPS 2024 SHaRPose: Sparse High-Resolution Representation for Human Pose Estimation AAAI 2024 SHViT: Single-Head Vision Transformer with Memory Efficient Macro Design CVPR 2024 Simplifying Transformer Blocks ICLR 2024 SIRIUS : Contexual Sparisty with Correction for Efficient LLMs NeurIPS 2024 Sketched Lanczos uncertainty score: a low-memory summary of the Fisher information NeurIPS 2024 SlowFormer: Adversarial Attack on Compute and Energy Consumption of Efficient Vision Transformers CVPR 2024 SnapKV: LLM Knows What You are Looking for Before Generation NeurIPS 2024 SpecHub: Provable Acceleration to Multi-Draft Speculative Decoding EMNLP 2024 Speculative Contrastive Decoding ACL 2024 Speculative Decoding via Early-exiting for Faster LLM Inference with Thompson Sampling Control Mechanism ACL 2024 SpeedLoader: An I/O efficient scheme for heterogeneous and distributed LLM operation NeurIPS 2024 SpikedAttention: Training-Free and Fully Spike-Driven Transformer-to-SNN Conversion with Winner-Oriented Spike Shift for Softmax Operation NeurIPS 2024 Sprout: Green Generative AI with Carbon-Efficient LLM Inference EMNLP 2024 SS1: Accelerating Inference with Fast and Expressive Sketch Structured Transform NeurIPS 2024 State Space Models for Event Cameras CVPR 2024 Stepping Forward on the Last Mile NeurIPS 2024 StreamingDialogue: Prolonged Dialogue Learning via Long Context Compression with Minimal Losses NeurIPS 2024 SwiftPillars: High-Efficiency Pillar Encoder for Lidar-Based 3D Detection AAAI 2024 SwitchHead: Accelerating Transformers with Mixture-of-Experts Attention NeurIPS 2024 Symmetric Dot-Product Attention for Efficient Training of BERT Language Models ACL 2024