Efficient Computing

A Silver Bullet or a Compromise for Full Attention? A Comprehensive Study of Gist Token-based Context Compression ACL 2025 A Stitch in Time Saves Nine: Small VLM is a Precise Guidance for Accelerating Large VLMs CVPR 2025 A Survey on Efficient Large Language Model Training: From Data-centric Perspectives ACL 2025 Asymptotic Unbiased Sample Sampling to Speed Up Sharpness-Aware Minimization AAAI 2025 AtomNet: Designing Tiny Models from Operators Under Extreme MCU Constraints AAAI 2025 ATP: Adaptive Threshold Pruning for Efficient Data Encoding in Quantum Neural Networks CVPR 2025 ATP-LLaVA: Adaptive Token Pruning for Large Vision Language Models CVPR 2025 Attention Entropy is a Key Factor: An Analysis of Parallel Context Encoding with Full-attention-based Pre-trained Language Models ACL 2025 AutoLUT: LUT-Based Image Super-Resolution with Automatic Sampling and Adaptive Residual Learning CVPR 2025 A-VL: Adaptive Attention for Large Vision-Language Models AAAI 2025 Bag of Tricks for Sparse Mixture-of-Experts: A Benchmark Across Reasoning, Efficiency, and Safety EMNLP 2025 Balcony: A Lightweight Approach to Dynamic Inference of Generative Language Models EMNLP 2025 Bandit Based Attention Mechanism in Vision Transformers WACV 2025 Band-SCNet: A Causal, Lightweight Model for High-Performance Real-Time Music Source Separation Interspeech 2025 BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs ACL 2025 Benchmarking LLMs and LLM-based Agents in Practical Vulnerability Detection for Code Repositories ACL 2025 Beyond A Single AI Cluster: A Survey of Decentralized LLM Training EMNLP 2025 Beyond Dynamic Quantization: An Efficient Static Hierarchical Mix-precision Framework for Near-Lossless LLM Compression EMNLP 2025 Beyond Text Compression: Evaluating Tokenizers Across Scales ACL 2025 BigMac: A Communication-Efficient Mixture-of-Experts Model Structure for Fast Training and Inference AAAI 2025 Bitnet.cpp: Efficient Edge Inference for Ternary LLMs ACL 2025 BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices CVPR 2025 Blurry-Edges: Photon-Limited Depth Estimation from Defocused Boundaries CVPR 2025 Boosting Long-Context Information Seeking via Query-Guided Activation Refilling ACL 2025 Boosting Vision State Space Model with Fractal Scanning AAAI 2025