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FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness

27 May 2022

Papers citing "FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness"

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LFMamba: Light Field Image Super-Resolution with State Space Model Wang xia Yao Lu Shunzhou Wang Ziqi Wang Peiqi Xia Tianfei Zhou Mamba 113 4 0 18 Jun 2024
Attention Score is not All You Need for Token Importance Indicator in KV Cache Reduction: Value Also Matters Zhiyu Guo Hidetaka Kamigaito Taro Watanabe 94 27 0 18 Jun 2024
TroL: Traversal of Layers for Large Language and Vision Models Byung-Kwan Lee Sangyun Chung Chae Won Kim Beomchan Park Yong Man Ro 111 7 0 18 Jun 2024
A Scalable and Effective Alternative to Graph Transformers Kaan Sancak Zhigang Hua Jin Fang Yan Xie Andrey Malevich Bo Long M. F. Balin Ümit V. Çatalyürek 90 1 0 17 Jun 2024
Promises, Outlooks and Challenges of Diffusion Language Modeling Justin Deschenaux Çağlar Gülçehre DiffM 84 3 0 17 Jun 2024
SampleAttention: Near-Lossless Acceleration of Long Context LLM Inference with Adaptive Structured Sparse Attention Qianchao Zhu Jiangfei Duan Chang Chen Siran Liu Xiuhong Li ... Huanqi Cao Xiao Chuanfu Xingcheng Zhang Dahua Lin Chao Yang 110 17 0 17 Jun 2024
HARE: HumAn pRiors, a key to small language model Efficiency Lingyun Zhang Bin jin Gaojian Ge Lunhui Liu Xuewen Shen Mingyong Wu Houqian Zhang Yongneng Jiang Shiqi Chen Shi Pu ALM 68 0 0 17 Jun 2024
Optimized Speculative Sampling for GPU Hardware Accelerators Dominik Wagner Seanie Lee Ilja Baumann Philipp Seeberger Korbinian Riedhammer Tobias Bocklet 104 3 0 16 Jun 2024
Eliminating Biased Length Reliance of Direct Preference Optimization via Down-Sampled KL Divergence Junru Lu Jiazheng Li Siyu An Meng Zhao Yulan He Di Yin Xing Sun 94 20 0 16 Jun 2024
Breaking the Attention Bottleneck Kalle Hilsenbek 139 0 0 16 Jun 2024
New Solutions on LLM Acceleration, Optimization, and Application Yingbing Huang Lily Jiaxin Wan Hanchen Ye Manvi Jha Jinghua Wang Yuhong Li Xiaofan Zhang Deming Chen 89 12 0 16 Jun 2024
Quest: Query-Aware Sparsity for Efficient Long-Context LLM Inference Jiaming Tang Yilong Zhao Kan Zhu Guangxuan Xiao Baris Kasikci Song Han 137 106 0 16 Jun 2024
UniZero: Generalized and Efficient Planning with Scalable Latent World Models Yuan Pu Yazhe Niu Jiyuan Ren Zhenjie Yang Hongsheng Li Yu Liu OffRL 227 2 0 15 Jun 2024
BEACON: Benchmark for Comprehensive RNA Tasks and Language Models Yuchen Ren Zhiyuan Chen Lifeng Qiao Hongtai Jing Yuchen Cai ... Siqi Sun Hongliang Yan Dong Yuan Wanli Ouyang Xihui Liu 83 10 0 14 Jun 2024
Diffusion Synthesizer for Efficient Multilingual Speech to Speech Translation Nameer Hirschkind Xiao Yu Mahesh Kumar Nandwana Joseph Liu Eloi DuBois ... Colin Sinclair Kyle Spence Charles Shang Zoë Abrams Morgan McGuire 66 0 0 14 Jun 2024
Towards Scalable and Versatile Weight Space Learning Konstantin Schurholt Michael W. Mahoney Damian Borth 107 19 0 14 Jun 2024
GEB-1.3B: Open Lightweight Large Language Model Jie Wu Yufeng Zhu Lei Shen Xuqing Lu ALM 44 0 0 14 Jun 2024
Optimal Kernel Orchestration for Tensor Programs with Korch Muyan Hu Ashwin Venkatram Shreyashri Biswas Balamurugan Marimuthu Bohan Hou Gabriele Oliaro Haojie Wang Liyan Zheng Xupeng Miao Jidong Zhai 396 6 0 13 Jun 2024
Multimodal Table Understanding Mingyu Zheng Xinwei Feng Q. Si Qiaoqiao She Zheng Lin Wenbin Jiang Weiping Wang LMTD VLM 145 20 0 12 Jun 2024
Sustainable self-supervised learning for speech representations Luis Lugo Valentin Vielzeuf 94 2 0 11 Jun 2024
QuickLLaMA: Query-aware Inference Acceleration for Large Language Models Jingyao Li Han Shi Xin Jiang Zhenguo Li Hong Xu Jiaya Jia LRM 61 2 0 11 Jun 2024
Markov Constraint as Large Language Model Surrogate Alexandre Bonlarron Jean-Charles Régin 56 2 0 11 Jun 2024
When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models Haoran You Yichao Fu Zheng Wang Amir Yazdanbakhsh Yingyan Celine Lin 133 4 0 11 Jun 2024
Needle In A Multimodal Haystack Weiyun Wang Shuibo Zhang Yiming Ren Yuchen Duan Tiantong Li ... Ping Luo Yu Qiao Jifeng Dai Wenqi Shao Wenhai Wang VLM 116 24 0 11 Jun 2024
Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling Liliang Ren Yang Liu Yadong Lu Yelong Shen Chen Liang Weizhu Chen Mamba 182 69 0 11 Jun 2024
Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation Peize Sun Yi Jiang Shoufa Chen Shilong Zhang Bingyue Peng Ping Luo Zehuan Yuan VLM 134 301 0 10 Jun 2024
Symmetric Dot-Product Attention for Efficient Training of BERT Language Models Martin Courtois Malte Ostendorff Leonhard Hennig Georg Rehm 91 2 0 10 Jun 2024
DualAD: Disentangling the Dynamic and Static World for End-to-End Driving Simon Doll Niklas Hanselmann Lukas Schneider Richard Schulz Marius Cordts Markus Enzweiler Hendrik P. A. Lensch 75 8 0 10 Jun 2024
ShiftAddLLM: Accelerating Pretrained LLMs via Post-Training Multiplication-Less Reparameterization Haoran You Yipin Guo Yichao Fu Wei Zhou Huihong Shi Xiaofan Zhang Souvik Kundu Amir Yazdanbakhsh Y. Lin KELM 119 11 0 10 Jun 2024
SinkLoRA: Enhanced Efficiency and Chat Capabilities for Long-Context Large Language Models Hengyu Zhang RALM 100 2 0 09 Jun 2024
MSAGPT: Neural Prompting Protein Structure Prediction via MSA Generative Pre-Training Bo Chen Zhilei Bei Xingyi Cheng Pan Li Jie Tang Le Song 154 4 0 08 Jun 2024
Beyond Efficiency: Scaling AI Sustainably Carole-Jean Wu Bilge Acun Ramya Raghavendra Kim Hazelwood GNN 100 19 0 08 Jun 2024
Enabling Efficient Batch Serving for LMaaS via Generation Length Prediction Ke Cheng Wen Hu Zhi Wang Peng Du Jianguo Li Sheng Zhang 126 11 0 07 Jun 2024
LLM-based speaker diarization correction: A generalizable approach Georgios Efstathiadis Vijay Yadav Anzar Abbas 120 4 0 07 Jun 2024
Proofread: Fixes All Errors with One Tap Renjie Liu Yanxiang Zhang Yun Zhu Haicheng Sun Yuanbo Zhang Michael Xuelin Huang Shanqing Cai Lei Meng Shumin Zhai ALM 68 3 0 06 Jun 2024
Small-E: Small Language Model with Linear Attention for Efficient Speech Synthesis Théodor Lemerle Nicolas Obin Axel Roebel 66 6 0 06 Jun 2024
Pointer-Guided Pre-Training: Infusing Large Language Models with Paragraph-Level Contextual Awareness L. Hillebrand Prabhupad Pradhan Christian Bauckhage R. Sifa 51 1 0 06 Jun 2024
BindGPT: A Scalable Framework for 3D Molecular Design via Language Modeling and Reinforcement Learning Artem Zholus Maksim Kuznetsov Roman Schutski Rim Shayakhmetov Daniil Polykovskiy Sarath Chandar Alex Zhavoronkov DiffM AI4CE 90 6 0 06 Jun 2024
OCCAM: Towards Cost-Efficient and Accuracy-Aware Classification Inference Dujian Ding Bicheng Xu L. Lakshmanan VLM 116 2 0 06 Jun 2024
Seq1F1B: Efficient Sequence-Level Pipeline Parallelism for Large Language Model Training Ao Sun Weilin Zhao Xu Han Cheng Yang Zhiyuan Liu Chuan Shi Maosong Sun 96 8 0 05 Jun 2024
FILS: Self-Supervised Video Feature Prediction In Semantic Language Space Mona Ahmadian Frank Guerin Andrew Gilbert 119 1 0 05 Jun 2024
Training of Physical Neural Networks Ali Momeni Babak Rahmani B. Scellier Logan G. Wright Peter L. McMahon ... Julie Grollier Andrea J. Liu D. Psaltis Andrea Alù Romain Fleury PINN AI4CE 123 17 0 05 Jun 2024
Llumnix: Dynamic Scheduling for Large Language Model Serving Biao Sun Ziming Huang Hanyu Zhao Wencong Xiao Xinyi Zhang Yong Li Wei Lin 93 57 0 05 Jun 2024
Balancing Performance and Efficiency in Zero-shot Robotic Navigation Dmytro Kuzmenko N. Shvai LM&Ro 76 0 0 05 Jun 2024
Leveraging Visual Tokens for Extended Text Contexts in Multi-Modal Learning Alex Jinpeng Wang Linjie Li Yiqi Lin Min Li Lijuan Wang Mike Zheng Shou VLM 96 5 0 04 Jun 2024
Loki: Low-Rank Keys for Efficient Sparse Attention Prajwal Singhania Siddharth Singh Shwai He Soheil Feizi A. Bhatele 110 22 0 04 Jun 2024
Scalable MatMul-free Language Modeling Rui-Jie Zhu Yu Zhang Ethan Sifferman Tyler Sheaves Yiqiao Wang Dustin Richmond P. Zhou Jason K. Eshraghian 94 22 0 04 Jun 2024
Block Transformer: Global-to-Local Language Modeling for Fast Inference Namgyu Ho Sangmin Bae Taehyeon Kim Hyunjik Jo Yireun Kim Tal Schuster Adam Fisch James Thorne Se-Young Yun 107 9 0 04 Jun 2024
Seed-TTS: A Family of High-Quality Versatile Speech Generation Models Philip Anastassiou Jiawei Chen Jingshu Chen Yuanzhe Chen Zhuo Chen ... Wenjie Zhang Yanzhe Zhang Zilin Zhao Dejian Zhong Xiaobin Zhuang 119 106 0 04 Jun 2024
Learning to Edit Visual Programs with Self-Supervision R. K. Jones Renhao Zhang Aditya Ganeshan Daniel E. Ritchie SSL 86 3 0 04 Jun 2024