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Implicit Two-Tower Policies


Aug 02, 2022
Yunfan Zhao, Qingkai Pan, Krzysztof Choromanski, Deepali Jain, Vikas Sindhwani


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Chefs' Random Tables: Non-Trigonometric Random Features


May 30, 2022
Valerii Likhosherstov, Krzysztof Choromanski, Avinava Dubey, Frederick Liu, Tamas Sarlos, Adrian Weller


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Socratic Models: Composing Zero-Shot Multimodal Reasoning with Language


Apr 01, 2022
Andy Zeng, Adrian Wong, Stefan Welker, Krzysztof Choromanski, Federico Tombari, Aveek Purohit, Michael Ryoo, Vikas Sindhwani, Johnny Lee, Vincent Vanhoucke, Pete Florence

* https://socraticmodels.github.io/ 

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PolyViT: Co-training Vision Transformers on Images, Videos and Audio


Nov 25, 2021
Valerii Likhosherstov, Anurag Arnab, Krzysztof Choromanski, Mario Lucic, Yi Tay, Adrian Weller, Mostafa Dehghani


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Hybrid Random Features


Oct 13, 2021
Krzysztof Choromanski, Haoxian Chen, Han Lin, Yuanzhe Ma, Arijit Sehanobish, Deepali Jain, Michael S Ryoo, Jake Varley, Andy Zeng, Valerii Likhosherstov, Dmitry Kalashnikov, Vikas Sindhwani, Adrian Weller


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Graph Kernel Attention Transformers


Jul 16, 2021
Krzysztof Choromanski, Han Lin, Haoxian Chen, Jack Parker-Holder

* 18 pages, 9 figures 

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Debiasing a First-order Heuristic for Approximate Bi-level Optimization


Jun 08, 2021
Valerii Likhosherstov, Xingyou Song, Krzysztof Choromanski, Jared Davis, Adrian Weller

* Proceedings of the 38th International Conference on Machine Learning, PMLR 139, 2021. arXiv admin note: text overlap with arXiv:2006.03631 

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On the Expressive Power of Self-Attention Matrices


Jun 08, 2021
Valerii Likhosherstov, Krzysztof Choromanski, Adrian Weller


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