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Reinforcement Learning in Factored Action Spaces using Tensor Decompositions


Oct 27, 2021
Anuj Mahajan, Mikayel Samvelyan, Lei Mao, Viktor Makoviychuk, Animesh Garg, Jean Kossaifi, Shimon Whiteson, Yuke Zhu, Animashree Anandkumar

* 2nd Workshop on Quantum Tensor Networks in Machine Learning (NeurIPS 2021) 

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Defensive Tensorization


Oct 26, 2021
Adrian Bulat, Jean Kossaifi, Sourav Bhattacharya, Yannis Panagakis, Timothy Hospedales, Georgios Tzimiropoulos, Nicholas D Lane, Maja Pantic

* To be presented at BMVC 2021 

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AugMax: Adversarial Composition of Random Augmentations for Robust Training


Oct 26, 2021
Haotao Wang, Chaowei Xiao, Jean Kossaifi, Zhiding Yu, Anima Anandkumar, Zhangyang Wang

* NeurIPS, 2021 

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Tensor Methods in Computer Vision and Deep Learning


Jul 07, 2021
Yannis Panagakis, Jean Kossaifi, Grigorios G. Chrysos, James Oldfield, Mihalis A. Nicolaou, Anima Anandkumar, Stefanos Zafeiriou

* Proceedings of the IEEE (2021) 

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Tesseract: Tensorised Actors for Multi-Agent Reinforcement Learning


May 31, 2021
Anuj Mahajan, Mikayel Samvelyan, Lei Mao, Viktor Makoviychuk, Animesh Garg, Jean Kossaifi, Shimon Whiteson, Yuke Zhu, Animashree Anandkumar

* 38th International Conference on Machine Learning, PMLR 139, 2021 

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Unsupervised Controllable Generation with Self-Training


Jul 17, 2020
Grigorios G Chrysos, Jean Kossaifi, Zhiding Yu, Anima Anandkumar


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Spectral Learning on Matrices and Tensors


Apr 16, 2020
Majid Janzamin, Rong Ge, Jean Kossaifi, Anima Anandkumar

* Foundations and Trends in Machine Learning: Vol. 12: No. 5-6, pp 393-536 (2019) 

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Toward fast and accurate human pose estimation via soft-gated skip connections


Feb 25, 2020
Adrian Bulat, Jean Kossaifi, Georgios Tzimiropoulos, Maja Pantic

* Accepted to FG 2020 (oral) 

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Speech-driven facial animation using polynomial fusion of features


Dec 12, 2019
Triantafyllos Kefalas, Konstantinos Vougioukas, Yannis Panagakis, Stavros Petridis, Jean Kossaifi, Maja Pantic


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Efficient N-Dimensional Convolutions via Higher-Order Factorization


Jun 14, 2019
Jean Kossaifi, Adrian Bulat, Yannis Panagakis, Maja Pantic


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