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AvaTr: One-Shot Speaker Extraction with Transformers


May 03, 2021
Shell Xu Hu, Md Rifat Arefin, Viet-Nhat Nguyen, Alish Dipani, Xaq Pitkow, Andreas Savas Tolias

* 6 pages, 4 main figures, 2 supplemental figures 

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Flexible Few-Shot Learning with Contextual Similarity


Dec 10, 2020
Mengye Ren, Eleni Triantafillou, Kuan-Chieh Wang, James Lucas, Jake Snell, Xaq Pitkow, Andreas S. Tolias, Richard Zemel

* Technical report, 29 pages 

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Inverse Rational Control with Partially Observable Continuous Nonlinear Dynamics


Sep 26, 2020
Minhae Kwon, Saurabh Daptardar, Paul Schrater, Xaq Pitkow

* NeurIPS2020 

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Learning From Brains How to Regularize Machines


Nov 11, 2019
Zhe Li, Wieland Brendel, Edgar Y. Walker, Erick Cobos, Taliah Muhammad, Jacob Reimer, Matthias Bethge, Fabian H. Sinz, Xaq Pitkow, Andreas S. Tolias

* 14 pages, 7 figures, NeurIPS 2019 

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Improved memory in recurrent neural networks with sequential non-normal dynamics


May 31, 2019
A. Emin Orhan, Xaq Pitkow

* 9 pages, 6 figures 

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Belief dynamics extraction


Feb 02, 2019
Arun Kumar, Zhengwei Wu, Xaq Pitkow, Paul Schrater


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Inverse POMDP: Inferring What You Think from What You Do


Oct 07, 2018
Zhengwei Wu, Paul Schrater, Xaq Pitkow


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Reviving and Improving Recurrent Back-Propagation


Aug 13, 2018
Renjie Liao, Yuwen Xiong, Ethan Fetaya, Lisa Zhang, KiJung Yoon, Xaq Pitkow, Raquel Urtasun, Richard Zemel


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Inference in Probabilistic Graphical Models by Graph Neural Networks


May 25, 2018
KiJung Yoon, Renjie Liao, Yuwen Xiong, Lisa Zhang, Ethan Fetaya, Raquel Urtasun, Richard Zemel, Xaq Pitkow


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Skip Connections Eliminate Singularities


Mar 04, 2018
A. Emin Orhan, Xaq Pitkow

* Published as a conference paper at ICLR 2018 

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Learning unbelievable marginal probabilities


Jun 02, 2011
Xaq Pitkow, Yashar Ahmadian, Ken D. Miller

* 10 pages, 3 figures, submitted to NIPS*2011 

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