Efficient Computing

Mixture of Attentions For Speculative Decoding ICLR 2025 Mixture of Hidden-Dimensions: Not All Hidden-States’ Dimensions are Needed in Transformer ICML 2025 Mixture of Lookup Experts ICML 2025 Mixture of Weight-shared Heterogeneous Group Attention Experts for Dynamic Token-wise KV Optimization EMNLP 2025 ML$^2$-GCL: Manifold Learning Inspired Lightweight Graph Contrastive Learning ICML 2025 ml4xcube: Machine Learning Toolkits for Earth System Data Cubes AAAI 2025 MLAAN: Scaling Supervised Local Learning with Multilaminar Leap Augmented Auxiliary Network AAAI 2025 MLAlgo-Bench: Can Machines Implement Machine Learning Algorithms? EMNLP 2025 MLKV: Multi-Layer Key-Value Heads for Memory Efficient Transformer Decoding NAACL 2025 M-LLM Based Video Frame Selection for Efficient Video Understanding CVPR 2025 MLLP-VRAIN UPV system for the IWSLT 2025 Simultaneous Speech Translation Translation task ACL 2025 M-LongDoc: A Benchmark For Multimodal Super-Long Document Understanding And A Retrieval-Aware Tuning Framework EMNLP 2025 MLVU: Benchmarking Multi-task Long Video Understanding CVPR 2025 MLWQ: Efficient Small Language Model Deployment via Multi-Level Weight Quantization EMNLP 2025 MMAD: A Comprehensive Benchmark for Multimodal Large Language Models in Industrial Anomaly Detection ICLR 2025 MMInference: Accelerating Pre-filling for Long-Context Visual Language Models via Modality-Aware Permutation Sparse Attention ICML 2025 MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark ACL 2025 MMS-LLaMA: Efficient LLM-based Audio-Visual Speech Recognition with Minimal Multimodal Speech Tokens ACL 2025 MobileIE: An Extremely Lightweight and Effective ConvNet for Real-Time Image Enhancement on Mobile Devices ICCV 2025 MobileMamba: Lightweight Multi-Receptive Visual Mamba Network CVPR 2025 MobileViCLIP: An Efficient Video-Text Model for Mobile Devices ICCV 2025 Mobile Video Diffusion ICCV 2025 MobiLoRA: Accelerating LoRA-based LLM Inference on Mobile Devices via Context-aware KV Cache Optimization ACL 2025 MOBIUS: Big-to-Mobile Universal Instance Segmentation via Multi-modal Bottleneck Fusion and Calibrated Decoder Pruning ICCV 2025 MobiZO: Enabling Efficient LLM Fine-Tuning at the Edge via Inference Engines EMNLP 2025