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https://openreview.net/forum?id=KQ4pJFFqT1 LServe: Efficient Long-sequence LLM Serving with Unified Sparse Attention | OpenReview Large language models (LLMs) have shown remarkable potential in processing long sequences, yet efficiently serving these long-context models remains... sparse attentionefficientlongsequencellm https://www.hashe.com/tech-news/deepseek-releases-sparse-attention-model-that-cuts-api-costs-in-half/ Deepseek Releases Sparse Attention Model That Cuts - DeepSee Sep 30, 2025 - deepseek releases sparse attention model that cuts: DeepSeek has unveiled a groundbreaking experimental model aimed at significantly reducing inference costs sparse attentiondeepseekreleasesmodelcuts https://proceedings.iclr.cc/paper_files/paper/2025/hash/03645743ea35690f30d795d6bac149a5-Abstract-Conference.html FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference sparse attentioncontextawaremechanismefficient https://huggingface.co/papers/2406.16747 Paper page - Sparser is Faster and Less is More: Efficient Sparse Attention for Long-Range... Join the discussion on this paper page sparse attentionlong rangepaperfasterless https://learnopoly.com/openbmb-publishes-minicpm4-ultra-effective-language-models-for-edge-devices-with-sparse-attention-and-rapid-inference/ OpenBMB Publishes Minicpm4: Ultra-effective Language Models For Edge Devices With Sparse Attention... Jun 17, 2025 - Great language models have become integrated into AI systems, allowing tasks such as multilingual translation, virtual assistance and automated reasoning via language modelsfor edgesparse attentionpublishesultra https://deepai.org/publication/energon-towards-efficient-acceleration-of-transformers-using-dynamic-sparse-attention Energon: Towards Efficient Acceleration of Transformers Using Dynamic Sparse Attention | DeepAI Oct 18, 2021 - 10/18/21 - In recent years, transformer models have revolutionized Natural Language Processing (NLP) and also show promising performance on C... sparse attentionenergontowardsefficientacceleration https://deepwiki.com/deep-spin/adasplash/3.1-sparse-attention-with-block-masking Sparse Attention with Block Masking | deep-spin/adasplash | DeepWiki This document covers the sparse attention implementation with block masking provided by the `sparseattn` function in $1. This variant uses adaptive sparsity... sparse attentionblockmaskingdeepspin https://pure.nwpu.edu.cn/en/publications/predicting-and-understanding-student-learning-performance-using-m/ Predicting and Understanding Student Learning Performance Using Multi-Source Sparse Attention... student learningsparse attentionunderstandingperformanceusing https://proceedings.neurips.cc/paper/2020/hash/f0b76267fbe12b936bd65e203dc675c1-Abstract.html Sparse and Continuous Attention Mechanisms attention mechanismssparsecontinuous