Long-Short Transformer: Efficient Transformers for Language and Vision

5 July 2021

Papers citing "Long-Short Transformer: Efficient Transformers for Language and Vision"

32 / 32 papers shown

Title
TRA: Better Length Generalisation with Threshold Relative Attention Mattia Opper Roland Fernandez P. Smolensky Jianfeng Gao 46 0 0 29 Mar 2025
You Only Use Reactive Attention Slice For Long Context Retrieval Yun Joon Soh Hanxian Huang Yuandong Tian Jishen Zhao RALM 46 0 0 03 Sep 2024
Short-Long Convolutions Help Hardware-Efficient Linear Attention to Focus on Long Sequences Zicheng Liu Siyuan Li Li Wang Zedong Wang Yunfan Liu Stan Z. Li 35 7 0 12 Jun 2024
Orchid: Flexible and Data-Dependent Convolution for Sequence Modeling Mahdi Karami Ali Ghodsi VLM 45 6 0 28 Feb 2024
netFound: Foundation Model for Network Security Satyandra Guthula Navya Battula Roman Beltiukov Wenbo Guo Arpit Gupta Inder Monga 21 14 0 25 Oct 2023
Transformer-VQ: Linear-Time Transformers via Vector Quantization Albert Mohwald 28 15 0 28 Sep 2023
Fourier Transformer: Fast Long Range Modeling by Removing Sequence Redundancy with FFT Operator Ziwei He Meng-Da Yang Minwei Feng Jingcheng Yin X. Wang Jingwen Leng Zhouhan Lin ViT 35 11 0 24 May 2023
Transformers in Speech Processing: A Survey S. Latif Aun Zaidi Heriberto Cuayáhuitl Fahad Shamshad Moazzam Shoukat Junaid Qadir 42 47 0 21 Mar 2023
Efficiency 360: Efficient Vision Transformers Badri N. Patro Vijay Srinivas Agneeswaran 26 6 0 16 Feb 2023
A Theoretical Understanding of Shallow Vision Transformers: Learning, Generalization, and Sample Complexity Hongkang Li M. Wang Sijia Liu Pin-Yu Chen ViT MLT 37 57 0 12 Feb 2023
Efficient Attention via Control Variates Lin Zheng Jianbo Yuan Chong-Jun Wang Lingpeng Kong 31 18 0 09 Feb 2023
Efficient Long Sequence Modeling via State Space Augmented Transformer Simiao Zuo Xiaodong Liu Jian Jiao Denis Xavier Charles Eren Manavoglu Tuo Zhao Jianfeng Gao 125 36 0 15 Dec 2022
Museformer: Transformer with Fine- and Coarse-Grained Attention for Music Generation Botao Yu Peiling Lu Rui Wang Wei Hu Xu Tan Wei Ye Shikun Zhang Tao Qin Tie-Yan Liu MGen 25 54 0 19 Oct 2022
The Devil in Linear Transformer Zhen Qin Xiaodong Han Weixuan Sun Dongxu Li Lingpeng Kong Nick Barnes Yiran Zhong 36 70 0 19 Oct 2022
ViTCoD: Vision Transformer Acceleration via Dedicated Algorithm and Accelerator Co-Design Haoran You Zhanyi Sun Huihong Shi Zhongzhi Yu Yang Katie Zhao Yongan Zhang Chaojian Li Baopu Li Yingyan Lin ViT 22 76 0 18 Oct 2022
CAB: Comprehensive Attention Benchmarking on Long Sequence Modeling Jinchao Zhang Shuyang Jiang Jiangtao Feng Lin Zheng Lingpeng Kong 3DV 43 9 0 14 Oct 2022
Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation Nadine Behrmann S. Golestaneh Zico Kolter Juergen Gall M. Noroozi 22 72 0 01 Sep 2022
Multimodal Learning with Transformers: A Survey P. Xu Xiatian Zhu David A. Clifton ViT 54 525 0 13 Jun 2022
Temporal Latent Bottleneck: Synthesis of Fast and Slow Processing Mechanisms in Sequence Learning Aniket Didolkar Kshitij Gupta Anirudh Goyal Nitesh B. Gundavarapu Alex Lamb Nan Rosemary Ke Yoshua Bengio AI4CE 112 17 0 30 May 2022
FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness Tri Dao Daniel Y. Fu Stefano Ermon Atri Rudra Christopher Ré VLM 60 2,023 0 27 May 2022
Attention Mechanism in Neural Networks: Where it Comes and Where it Goes Derya Soydaner 3DV 44 149 0 27 Apr 2022
Paramixer: Parameterizing Mixing Links in Sparse Factors Works Better than Dot-Product Self-Attention Tong Yu Ruslan Khalitov Lei Cheng Zhirong Yang MoE 27 10 0 22 Apr 2022
Linearizing Transformer with Key-Value Memory Yizhe Zhang Deng Cai 20 5 0 23 Mar 2022
DCT-Former: Efficient Self-Attention with Discrete Cosine Transform Carmelo Scribano Giorgia Franchini M. Prato Marko Bertogna 18 21 0 02 Mar 2022
Classification of Long Sequential Data using Circular Dilated Convolutional Neural Networks Lei Cheng Ruslan Khalitov Tong Yu Zhirong Yang 25 32 0 06 Jan 2022
Are Transformers More Robust Than CNNs? Yutong Bai Jieru Mei Alan Yuille Cihang Xie ViT AAML 192 257 0 10 Nov 2021
FLAT: An Optimized Dataflow for Mitigating Attention Bottlenecks Sheng-Chun Kao Suvinay Subramanian Gaurav Agrawal Amir Yazdanbakhsh T. Krishna 38 57 0 13 Jul 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 277 3,623 0 24 Feb 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 255 4,777 0 24 Feb 2021
Efficient Transformers: A Survey Yi Tay Mostafa Dehghani Dara Bahri Donald Metzler VLM 88 1,101 0 14 Sep 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 280 2,015 0 28 Jul 2020
Efficient Content-Based Sparse Attention with Routing Transformers Aurko Roy M. Saffar Ashish Vaswani David Grangier MoE 243 580 0 12 Mar 2020