Long Range Arena: A Benchmark for Efficient Transformers

8 November 2020

Papers citing "Long Range Arena: A Benchmark for Efficient Transformers"

35 / 185 papers shown

Title
Bank transactions embeddings help to uncover current macroeconomics Maria Begicheva Alexey Zaytsev 18 4 0 14 Oct 2021
Towards Efficient NLP: A Standard Evaluation and A Strong Baseline Xiangyang Liu Tianxiang Sun Junliang He Jiawen Wu Lingling Wu Xinyu Zhang Hao Jiang Bo Zhao Xuanjing Huang Xipeng Qiu ELM 28 46 0 13 Oct 2021
The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design Yoav Levine Noam Wies Daniel Jannai D. Navon Yedid Hoshen Amnon Shashua AI4CE 35 36 0 09 Oct 2021
Ripple Attention for Visual Perception with Sub-quadratic Complexity Lin Zheng Huijie Pan Lingpeng Kong 28 3 0 06 Oct 2021
Classification of hierarchical text using geometric deep learning: the case of clinical trials corpus Sohrab Ferdowsi Nikolay Borissov J. Knafou P. Amini Douglas Teodoro 16 7 0 04 Oct 2021
PermuteFormer: Efficient Relative Position Encoding for Long Sequences Peng-Jen Chen 36 21 0 06 Sep 2021
LOT: A Story-Centric Benchmark for Evaluating Chinese Long Text Understanding and Generation Jian Guan Zhuoer Feng Yamei Chen Ru He Xiaoxi Mao Changjie Fan Minlie Huang 39 32 0 30 Aug 2021
Greenformers: Improving Computation and Memory Efficiency in Transformer Models via Low-Rank Approximation Samuel Cahyawijaya 26 12 0 24 Aug 2021
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning Paul Pu Liang Yiwei Lyu Xiang Fan Zetian Wu Yun Cheng ... Peter Wu Michelle A. Lee Yuke Zhu Ruslan Salakhutdinov Louis-Philippe Morency VLM 32 159 0 15 Jul 2021
The Benchmark Lottery Mostafa Dehghani Yi Tay A. Gritsenko Zhe Zhao N. Houlsby Fernando Diaz Donald Metzler Oriol Vinyals 42 89 0 14 Jul 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
Combiner: Full Attention Transformer with Sparse Computation Cost Hongyu Ren H. Dai Zihang Dai Mengjiao Yang J. Leskovec Dale Schuurmans Bo Dai 87 77 0 12 Jul 2021
Charformer: Fast Character Transformers via Gradient-based Subword Tokenization Yi Tay Vinh Q. Tran Sebastian Ruder Jai Gupta Hyung Won Chung Dara Bahri Zhen Qin Simon Baumgartner Cong Yu Donald Metzler 51 152 0 23 Jun 2021
Going Beyond Linear Transformers with Recurrent Fast Weight Programmers Kazuki Irie Imanol Schlag Róbert Csordás Jürgen Schmidhuber 33 57 0 11 Jun 2021
A Discussion on Building Practical NLP Leaderboards: The Case of Machine Translation Sebastin Santy Prasanta Bhattacharya LLMAG 33 2 0 11 Jun 2021
Keeping Your Eye on the Ball: Trajectory Attention in Video Transformers Mandela Patrick Dylan Campbell Yuki M. Asano Ishan Misra Ishan Misra Florian Metze Christoph Feichtenhofer Andrea Vedaldi João F. Henriques 18 274 0 09 Jun 2021
Offline Reinforcement Learning as One Big Sequence Modeling Problem Michael Janner Qiyang Li Sergey Levine OffRL 66 645 0 03 Jun 2021
Towards mental time travel: a hierarchical memory for reinforcement learning agents Andrew Kyle Lampinen Stephanie C. Y. Chan Andrea Banino Felix Hill 24 47 0 28 May 2021
Relative Positional Encoding for Transformers with Linear Complexity Antoine Liutkus Ondřej Cífka Shih-Lun Wu Umut Simsekli Yi-Hsuan Yang Gaël Richard 33 44 0 18 May 2021
FNet: Mixing Tokens with Fourier Transforms James Lee-Thorp Joshua Ainslie Ilya Eckstein Santiago Ontanon 47 517 0 09 May 2021
Long-Span Summarization via Local Attention and Content Selection Potsawee Manakul Mark J. F. Gales 18 42 0 08 May 2021
Rethinking Search: Making Domain Experts out of Dilettantes Donald Metzler Yi Tay Dara Bahri Marc Najork LRM 38 46 0 05 May 2021
Semantic maps and metrics for science Semantic maps and metrics for science using deep transformer encoders Brendan Chambers James A. Evans MedIm 13 0 0 13 Apr 2021
ViViT: A Video Vision Transformer Anurag Arnab Mostafa Dehghani G. Heigold Chen Sun Mario Lucic Cordelia Schmid ViT 30 2,088 0 29 Mar 2021
Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding Pengchuan Zhang Xiyang Dai Jianwei Yang Bin Xiao Lu Yuan Lei Zhang Jianfeng Gao ViT 29 329 0 29 Mar 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng-Wei Zhang Stephen Lin B. Guo ViT 145 20,710 0 25 Mar 2021
Pretrained Transformers as Universal Computation Engines Kevin Lu Aditya Grover Pieter Abbeel Igor Mordatch 28 217 0 09 Mar 2021
Perceiver: General Perception with Iterative Attention Andrew Jaegle Felix Gimeno Andrew Brock Andrew Zisserman Oriol Vinyals João Carreira VLM ViT MDE 91 976 0 04 Mar 2021
Linear Transformers Are Secretly Fast Weight Programmers Imanol Schlag Kazuki Irie Jürgen Schmidhuber 46 225 0 22 Feb 2021
Match-Ignition: Plugging PageRank into Transformer for Long-form Text Matching Liang Pang Yanyan Lan Xueqi Cheng 24 19 0 16 Jan 2021
Revisiting Stereo Depth Estimation From a Sequence-to-Sequence Perspective with Transformers Zhaoshuo Li Xingtong Liu Nathan G. Drenkow Andy S Ding Francis X. Creighton Russell H. Taylor Mathias Unberath MDE ViT 36 275 0 05 Nov 2020
Rethinking Attention with Performers K. Choromanski Valerii Likhosherstov David Dohan Xingyou Song Andreea Gane ... Afroz Mohiuddin Lukasz Kaiser David Belanger Lucy J. Colwell Adrian Weller 40 1,521 0 30 Sep 2020
Efficient Transformers: A Survey Yi Tay Mostafa Dehghani Dara Bahri Donald Metzler VLM 114 1,102 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 285 2,017 0 28 Jul 2020
Efficient Content-Based Sparse Attention with Routing Transformers Aurko Roy M. Saffar Ashish Vaswani David Grangier MoE 252 580 0 12 Mar 2020