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Joshua Ainslie
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2020 – today
- 2024
- [c21]Shanda Li, Chong You, Guru Guruganesh, Joshua Ainslie, Santiago Ontañón, Manzil Zaheer, Sumit Sanghai, Yiming Yang, Sanjiv Kumar, Srinadh Bhojanapalli:
Functional Interpolation for Relative Positions improves Long Context Transformers. ICLR 2024 - 2023
- [c20]Chen-Yu Lee, Chun-Liang Li, Hao Zhang, Timothy Dozat, Vincent Perot, Guolong Su, Xiang Zhang, Kihyuk Sohn, Nikolay Glushnev, Renshen Wang, Joshua Ainslie, Shangbang Long, Siyang Qin, Yasuhisa Fujii, Nan Hua, Tomas Pfister:
FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction. ACL (1) 2023: 9011-9026 - [c19]Michiel de Jong, Yury Zemlyanskiy, Joshua Ainslie, Nicholas FitzGerald, Sumit Sanghai, Fei Sha, William W. Cohen:
FiDO: Fusion-in-Decoder optimized for stronger performance and faster inference. ACL (Findings) 2023: 11534-11547 - [c18]Andrea Burns, Krishna Srinivasan, Joshua Ainslie, Geoff Brown, Bryan A. Plummer, Kate Saenko, Jianmo Ni, Mandy Guo:
A Suite of Generative Tasks for Multi-Level Multimodal Webpage Understanding. EMNLP 2023: 1917-1947 - [c17]Joshua Ainslie, James Lee-Thorp, Michiel de Jong, Yury Zemlyanskiy, Federico Lebrón, Sumit Sanghai:
GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints. EMNLP 2023: 4895-4901 - [c16]Joshua Ainslie, Tao Lei, Michiel de Jong, Santiago Ontañón, Siddhartha Brahma, Yury Zemlyanskiy, David C. Uthus, Mandy Guo, James Lee-Thorp, Yi Tay, Yun-Hsuan Sung, Sumit Sanghai:
CoLT5: Faster Long-Range Transformers with Conditional Computation. EMNLP 2023: 5085-5100 - [c15]David C. Uthus, Santiago Ontañón, Joshua Ainslie, Mandy Guo:
mLongT5: A Multilingual and Efficient Text-To-Text Transformer for Longer Sequences. EMNLP (Findings) 2023: 9380-9386 - [c14]Aran Komatsuzaki, Joan Puigcerver, James Lee-Thorp, Carlos Riquelme Ruiz, Basil Mustafa, Joshua Ainslie, Yi Tay, Mostafa Dehghani, Neil Houlsby:
Sparse Upcycling: Training Mixture-of-Experts from Dense Checkpoints. ICLR 2023 - [c13]Michiel de Jong, Yury Zemlyanskiy, Nicholas FitzGerald, Joshua Ainslie, Sumit Sanghai, Fei Sha, William W. Cohen:
Pre-computed memory or on-the-fly encoding? A hybrid approach to retrieval augmentation makes the most of your compute. ICML 2023: 7329-7342 - [c12]Tao Lei, Junwen Bai, Siddhartha Brahma, Joshua Ainslie, Kenton Lee, Yanqi Zhou, Nan Du, Vincent Y. Zhao, Yuexin Wu, Bo Li, Yu Zhang, Ming-Wei Chang:
Conditional Adapters: Parameter-efficient Transfer Learning with Fast Inference. NeurIPS 2023 - [i27]Michiel de Jong, Yury Zemlyanskiy, Nicholas FitzGerald, Joshua Ainslie, Sumit Sanghai, Fei Sha, William W. Cohen:
Pre-computed memory or on-the-fly encoding? A hybrid approach to retrieval augmentation makes the most of your compute. CoRR abs/2301.10448 (2023) - [i26]Joshua Ainslie, Tao Lei, Michiel de Jong, Santiago Ontañón, Siddhartha Brahma, Yury Zemlyanskiy, David C. Uthus, Mandy Guo, James Lee-Thorp, Yi Tay, Yun-Hsuan Sung, Sumit Sanghai:
CoLT5: Faster Long-Range Transformers with Conditional Computation. CoRR abs/2303.09752 (2023) - [i25]Tao Lei, Junwen Bai, Siddhartha Brahma, Joshua Ainslie, Kenton Lee, Yanqi Zhou, Nan Du, Vincent Y. Zhao, Yuexin Wu, Bo Li, Yu Zhang, Ming-Wei Chang:
Conditional Adapters: Parameter-efficient Transfer Learning with Fast Inference. CoRR abs/2304.04947 (2023) - [i24]Chen-Yu Lee, Chun-Liang Li, Hao Zhang, Timothy Dozat, Vincent Perot, Guolong Su, Xiang Zhang, Kihyuk Sohn, Nikolai Glushnev, Renshen Wang, Joshua Ainslie, Shangbang Long, Siyang Qin, Yasuhisa Fujii, Nan Hua, Tomas Pfister:
FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction. CoRR abs/2305.02549 (2023) - [i23]Andrea Burns, Krishna Srinivasan, Joshua Ainslie, Geoff Brown, Bryan A. Plummer, Kate Saenko, Jianmo Ni, Mandy Guo:
A Suite of Generative Tasks for Multi-Level Multimodal Webpage Understanding. CoRR abs/2305.03668 (2023) - [i22]Andrea Burns, Krishna Srinivasan, Joshua Ainslie, Geoff Brown, Bryan A. Plummer, Kate Saenko, Jianmo Ni, Mandy Guo:
WikiWeb2M: A Page-Level Multimodal Wikipedia Dataset. CoRR abs/2305.05432 (2023) - [i21]David C. Uthus, Santiago Ontañón, Joshua Ainslie, Mandy Guo:
mLongT5: A Multilingual and Efficient Text-To-Text Transformer for Longer Sequences. CoRR abs/2305.11129 (2023) - [i20]Joshua Ainslie, James Lee-Thorp, Michiel de Jong, Yury Zemlyanskiy, Federico Lebrón, Sumit Sanghai:
GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints. CoRR abs/2305.13245 (2023) - [i19]Michiel de Jong, Yury Zemlyanskiy, Nicholas FitzGerald, Sumit Sanghai, William W. Cohen, Joshua Ainslie:
GLIMMER: generalized late-interaction memory reranker. CoRR abs/2306.10231 (2023) - [i18]Yury Zemlyanskiy, Michiel de Jong, Luke Vilnis, Santiago Ontañón, William W. Cohen, Sumit Sanghai, Joshua Ainslie:
MEMORY-VQ: Compression for Tractable Internet-Scale Memory. CoRR abs/2308.14903 (2023) - [i17]Shanda Li, Chong You, Guru Guruganesh, Joshua Ainslie, Santiago Ontañón, Manzil Zaheer, Sumit Sanghai, Yiming Yang, Sanjiv Kumar, Srinadh Bhojanapalli:
Functional Interpolation for Relative Positions Improves Long Context Transformers. CoRR abs/2310.04418 (2023) - 2022
- [c11]Santiago Ontañón, Joshua Ainslie, Zachary Fisher, Vaclav Cvicek:
Making Transformers Solve Compositional Tasks. ACL (1) 2022: 3591-3607 - [c10]Chen-Yu Lee, Chun-Liang Li, Timothy Dozat, Vincent Perot, Guolong Su, Nan Hua, Joshua Ainslie, Renshen Wang, Yasuhisa Fujii, Tomas Pfister:
FormNet: Structural Encoding beyond Sequential Modeling in Form Document Information Extraction. ACL (1) 2022: 3735-3754 - [c9]Yury Zemlyanskiy, Michiel de Jong, Joshua Ainslie, Panupong Pasupat, Peter Shaw, Linlu Qiu, Sumit Sanghai, Fei Sha:
Generate-and-Retrieve: Use Your Predictions to Improve Retrieval for Semantic Parsing. COLING 2022: 4946-4951 - [c8]James Lee-Thorp, Joshua Ainslie:
Sparse Mixers: Combining MoE and Mixing to build a more efficient BERT. EMNLP (Findings) 2022: 58-75 - [c7]Mandy Guo, Joshua Ainslie, David C. Uthus, Santiago Ontañón, Jianmo Ni, Yun-Hsuan Sung, Yinfei Yang:
LongT5: Efficient Text-To-Text Transformer for Long Sequences. NAACL-HLT (Findings) 2022: 724-736 - [c6]James Lee-Thorp, Joshua Ainslie, Ilya Eckstein, Santiago Ontañón:
FNet: Mixing Tokens with Fourier Transforms. NAACL-HLT 2022: 4296-4313 - [i16]Chen-Yu Lee, Chun-Liang Li, Timothy Dozat, Vincent Perot, Guolong Su, Nan Hua, Joshua Ainslie, Renshen Wang, Yasuhisa Fujii, Tomas Pfister:
FormNet: Structural Encoding beyond Sequential Modeling in Form Document Information Extraction. CoRR abs/2203.08411 (2022) - [i15]Santiago Ontañón, Joshua Ainslie, Vaclav Cvicek, Zachary Fisher:
LogicInference: A New Dataset for Teaching Logical Inference to seq2seq Models. CoRR abs/2203.15099 (2022) - [i14]James Lee-Thorp, Joshua Ainslie:
Sparse Mixers: Combining MoE and Mixing to build a more efficient BERT. CoRR abs/2205.12399 (2022) - [i13]Yury Zemlyanskiy, Michiel de Jong, Joshua Ainslie, Panupong Pasupat, Peter Shaw, Linlu Qiu, Sumit Sanghai, Fei Sha:
Generate-and-Retrieve: use your predictions to improve retrieval for semantic parsing. CoRR abs/2209.14899 (2022) - [i12]Aran Komatsuzaki, Joan Puigcerver, James Lee-Thorp, Carlos Riquelme Ruiz, Basil Mustafa, Joshua Ainslie, Yi Tay, Mostafa Dehghani, Neil Houlsby:
Sparse Upcycling: Training Mixture-of-Experts from Dense Checkpoints. CoRR abs/2212.05055 (2022) - [i11]Michiel de Jong, Yury Zemlyanskiy, Joshua Ainslie, Nicholas FitzGerald, Sumit Sanghai, Fei Sha, William W. Cohen:
FiDO: Fusion-in-Decoder optimized for stronger performance and faster inference. CoRR abs/2212.08153 (2022) - 2021
- [c5]Juyong Kim, Pradeep Ravikumar, Joshua Ainslie, Santiago Ontañón:
Improving Compositional Generalization in Classification Tasks via Structure Annotations. ACL/IJCNLP (2) 2021: 637-645 - [c4]Ruining He, Anirudh Ravula, Bhargav Kanagal, Joshua Ainslie:
RealFormer: Transformer Likes Residual Attention. ACL/IJCNLP (Findings) 2021: 929-943 - [c3]Yury Zemlyanskiy, Joshua Ainslie, Michiel de Jong, Philip Pham, Ilya Eckstein, Fei Sha:
ReadTwice: Reading Very Large Documents with Memories. NAACL-HLT 2021: 5189-5195 - [i10]James Lee-Thorp, Joshua Ainslie, Ilya Eckstein, Santiago Ontañón:
FNet: Mixing Tokens with Fourier Transforms. CoRR abs/2105.03824 (2021) - [i9]Yury Zemlyanskiy, Joshua Ainslie, Michiel de Jong, Philip Pham, Ilya Eckstein, Fei Sha:
ReadTwice: Reading Very Large Documents with Memories. CoRR abs/2105.04241 (2021) - [i8]Juyong Kim, Pradeep Ravikumar, Joshua Ainslie, Santiago Ontañón:
Improving Compositional Generalization in Classification Tasks via Structure Annotations. CoRR abs/2106.10434 (2021) - [i7]Santiago Ontañón, Joshua Ainslie, Vaclav Cvicek, Zachary Fisher:
Making Transformers Solve Compositional Tasks. CoRR abs/2108.04378 (2021) - [i6]Gurmeet Manku, James Lee-Thorp, Bhargav Kanagal, Joshua Ainslie, Jingchen Feng, Zach Pearson, Ebenezer Anjorin, Sudeep Gandhe, Ilya Eckstein, Jim Rosswog, Sumit Sanghai, Michael Pohl, Larry Adams, D. Sivakumar:
ShopTalk: A System for Conversational Faceted Search. CoRR abs/2109.00702 (2021) - [i5]Luana Ruiz, Joshua Ainslie, Santiago Ontañón:
Iterative Decoding for Compositional Generalization in Transformers. CoRR abs/2110.04169 (2021) - [i4]Mandy Guo, Joshua Ainslie, David C. Uthus, Santiago Ontañón, Jianmo Ni, Yun-Hsuan Sung, Yinfei Yang:
LongT5: Efficient Text-To-Text Transformer for Long Sequences. CoRR abs/2112.07916 (2021) - 2020
- [c2]Joshua Ainslie, Santiago Ontañón, Chris Alberti, Vaclav Cvicek, Zachary Fisher, Philip Pham, Anirudh Ravula, Sumit Sanghai, Qifan Wang, Li Yang:
ETC: Encoding Long and Structured Inputs in Transformers. EMNLP (1) 2020: 268-284 - [c1]Manzil Zaheer, Guru Guruganesh, Kumar Avinava Dubey, Joshua Ainslie, Chris Alberti, Santiago Ontañón, Philip Pham, Anirudh Ravula, Qifan Wang, Li Yang, Amr Ahmed:
Big Bird: Transformers for Longer Sequences. NeurIPS 2020 - [i3]Joshua Ainslie, Santiago Ontañón, Chris Alberti, Philip Pham, Anirudh Ravula, Sumit Sanghai:
ETC: Encoding Long and Structured Data in Transformers. CoRR abs/2004.08483 (2020) - [i2]Manzil Zaheer, Guru Guruganesh, Avinava Dubey, Joshua Ainslie, Chris Alberti, Santiago Ontañón, Philip Pham, Anirudh Ravula, Qifan Wang, Li Yang, Amr Ahmed:
Big Bird: Transformers for Longer Sequences. CoRR abs/2007.14062 (2020) - [i1]Ruining He, Anirudh Ravula, Bhargav Kanagal, Joshua Ainslie:
RealFormer: Transformer Likes Residual Attention. CoRR abs/2012.11747 (2020)
Coauthor Index
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