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Generalization of graph network inferences in higher-order probabilistic graphical models

Jul 12, 2021
Yicheng Fei, Xaq Pitkow

* 9 pages, 2 figures 

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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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