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Sparse Bayesian Learning via Stepwise Regression


Jun 11, 2021
Sebastian Ament, Carla Gomes


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HOT-VAE: Learning High-Order Label Correlation for Multi-Label Classification via Attention-Based Variational Autoencoders


Mar 09, 2021
Wenting Zhao, Shufeng Kong, Junwen Bai, Daniel Fink, Carla Gomes

* accepted at AAAI'21 AISI 

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Evaluating Multi-label Classifiers with Noisy Labels


Feb 16, 2021
Wenting Zhao, Carla Gomes


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Understanding Decoupled and Early Weight Decay


Dec 27, 2020
Johan Bjorck, Kilian Weinberger, Carla Gomes


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Efficient Projection Algorithms onto the Weighted l1 Ball


Sep 07, 2020
Guillaume Perez, Sebastian Ament, Carla Gomes, Michel Barlaud

* 19 pages 

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Disentangled Variational Autoencoder based Multi-Label Classification with Covariance-Aware Multivariate Probit Model


Jul 12, 2020
Junwen Bai, Shufeng Kong, Carla Gomes


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Tackling Climate Change with Machine Learning


Jun 10, 2019
David Rolnick, Priya L. Donti, Lynn H. Kaack, Kelly Kochanski, Alexandre Lacoste, Kris Sankaran, Andrew Slavin Ross, Nikola Milojevic-Dupont, Natasha Jaques, Anna Waldman-Brown, Alexandra Luccioni, Tegan Maharaj, Evan D. Sherwin, S. Karthik Mukkavilli, Konrad P. Kording, Carla Gomes, Andrew Y. Ng, Demis Hassabis, John C. Platt, Felix Creutzig, Jennifer Chayes, Yoshua Bengio


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Exponentially-Modified Gaussian Mixture Model: Applications in Spectroscopy


Feb 14, 2019
Sebastian Ament, John Gregoire, Carla Gomes


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Understanding Batch Normalization


Sep 16, 2018
Johan Bjorck, Carla Gomes, Bart Selman, Kilian Q. Weinberger


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Imitation Refinement


May 07, 2018
Junwen Bai, Runzhe Yang, Yexiang Xue, John Gregoire, Carla Gomes


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Scalable Relaxations of Sparse Packing Constraints: Optimal Biocontrol in Predator-Prey Network


Feb 08, 2018
Johan Bjorck, Yiwei Bai, Xiaojian Wu, Yexiang Xue, Mark C. Whitmore, Carla Gomes

* AAAI 2018 

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Deep Multi-Species Embedding


Feb 21, 2017
Di Chen, Yexiang Xue, Shuo Chen, Daniel Fink, Carla Gomes

* 13 pages 

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Pattern Decomposition with Complex Combinatorial Constraints: Application to Materials Discovery


Nov 27, 2014
Stefano Ermon, Ronan Le Bras, Santosh K. Suram, John M. Gregoire, Carla Gomes, Bart Selman, Robert B. van Dover


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Structure and Problem Hardness: Goal Asymmetry and DPLL Proofs in<br> SAT-Based Planning


Feb 26, 2007
Joerg Hoffmann, Carla Gomes, Bart Selman

* Logical Methods in Computer Science, Volume 3, Issue 1 (February 26, 2007) lmcs:2228 

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