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Federating for Learning Group Fair Models


Oct 07, 2021
Afroditi Papadaki, Natalia Martinez, Martin Bertran, Guillermo Sapiro, Miguel Rodrigues


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GODIVA: Generating Open-DomaIn Videos from nAtural Descriptions


Apr 30, 2021
Chenfei Wu, Lun Huang, Qianxi Zhang, Binyang Li, Lei Ji, Fan Yang, Guillermo Sapiro, Nan Duan


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Cirrus: A Long-range Bi-pattern LiDAR Dataset


Dec 05, 2020
Ze Wang, Sihao Ding, Ying Li, Jonas Fenn, Sohini Roychowdhury, Andreas Wallin, Lane Martin, Scott Ryvola, Guillermo Sapiro, Qiang Qiu


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Using Text to Teach Image Retrieval


Nov 19, 2020
Haoyu Dong, Ze Wang, Qiang Qiu, Guillermo Sapiro


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Minimax Pareto Fairness: A Multi Objective Perspective


Nov 03, 2020
Natalia Martinez, Martin Bertran, Guillermo Sapiro

* International Conference on Machine Learning, 2020 

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Instance based Generalization in Reinforcement Learning


Nov 02, 2020
Martin Bertran, Natalia Martinez, Mariano Phielipp, Guillermo Sapiro

* Accepted on NeurIPS 2020 

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ACDC: Weight Sharing in Atom-Coefficient Decomposed Convolution


Sep 04, 2020
Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu


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Nested Learning For Multi-Granular Tasks


Jul 13, 2020
Raphaël Achddou, J. Matias di Martino, Guillermo Sapiro


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Differential 3D Facial Recognition: Adding 3D to Your State-of-the-Art 2D Method


Apr 03, 2020
J. Matias Di Martino, Fernando Suzacq, Mauricio Delbracio, Qiang Qiu, Guillermo Sapiro


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Fairness With Minimal Harm: A Pareto-Optimal Approach For Healthcare


Nov 16, 2019
Natalia Martinez, Martin Bertran, Guillermo Sapiro


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SalGaze: Personalizing Gaze Estimation Using Visual Saliency


Oct 23, 2019
Zhuoqing Chang, Matias Di Martino, Qiang Qiu, Steven Espinosa, Guillermo Sapiro

* Accepted by ICCV 2019 Workshop 

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Range Adaptation for 3D Object Detection in LiDAR


Sep 26, 2019
Ze Wang, Sihao Ding, Ying Li, Minming Zhao, Sohini Roychowdhury, Andreas Wallin, Guillermo Sapiro, Qiang Qiu


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Stochastic Conditional Generative Networks with Basis Decomposition


Sep 25, 2019
Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu


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Domain-invariant Learning using Adaptive Filter Decomposition


Sep 25, 2019
Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu


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Scale-Equivariant Neural Networks with Decomposed Convolutional Filters


Sep 24, 2019
Wei Zhu, Qiang Qiu, Robert Calderbank, Guillermo Sapiro, Xiuyuan Cheng


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Detecting Adversarial Samples Using Influence Functions and Nearest Neighbors


Sep 15, 2019
Gilad Cohen, Guillermo Sapiro, Raja Giryes

* Under review for AAAI 20 conference 

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Continuous Dice Coefficient: a Method for Evaluating Probabilistic Segmentations


Jun 26, 2019
Reuben R Shamir, Yuval Duchin, Jinyoung Kim, Guillermo Sapiro, Noam Harel


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Non-contact photoplethysmogram and instantaneous heart rate estimation from infrared face video


Feb 14, 2019
Natalia Martinez, Martin Bertran, Guillermo Sapiro, Hau-Tieng Wu


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Stop memorizing: A data-dependent regularization framework for intrinsic pattern learning


Sep 23, 2018
Wei Zhu, Qiang Qiu, Bao Wang, Jianfeng Lu, Guillermo Sapiro, Ingrid Daubechies


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ForestHash: Semantic Hashing With Shallow Random Forests and Tiny Convolutional Networks


Jul 28, 2018
Qiang Qiu, Jose Lezama, Alex Bronstein, Guillermo Sapiro

* Accepted to ECCV 2018 

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DCFNet: Deep Neural Network with Decomposed Convolutional Filters


Jul 27, 2018
Qiang Qiu, Xiuyuan Cheng, Robert Calderbank, Guillermo Sapiro

* Published at ICML 2018 

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DNN or $k$-NN: That is the Generalize vs. Memorize Question


May 28, 2018
Gilad Cohen, Guillermo Sapiro, Raja Giryes

* Paper is currently under review for NIPS 2018 conference 

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Learning to Collaborate for User-Controlled Privacy


May 18, 2018
Martin Bertran, Natalia Martinez, Afroditi Papadaki, Qiang Qiu, Miguel Rodrigues, Guillermo Sapiro


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RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks


May 17, 2018
Xiuyuan Cheng, Qiang Qiu, Robert Calderbank, Guillermo Sapiro


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Liveness Detection Using Implicit 3D Features


Apr 19, 2018
J. Matias Di Martino, Qiang Qiu, Trishul Nagenalli, Guillermo Sapiro


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Virtual CNN Branching: Efficient Feature Ensemble for Person Re-Identification


Mar 15, 2018
Albert Gong, Qiang Qiu, Guillermo Sapiro


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Tradeoffs between Convergence Speed and Reconstruction Accuracy in Inverse Problems


Feb 15, 2018
Raja Giryes, Yonina C. Eldar, Alex M. Bronstein, Guillermo Sapiro

* To appear in IEEE Transactions on Signal Processing 

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OLÉ: Orthogonal Low-rank Embedding, A Plug and Play Geometric Loss for Deep Learning


Dec 05, 2017
José Lezama, Qiang Qiu, Pablo Musé, Guillermo Sapiro


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LDMNet: Low Dimensional Manifold Regularized Neural Networks


Nov 16, 2017
Wei Zhu, Qiang Qiu, Jiaji Huang, Robert Calderbank, Guillermo Sapiro, Ingrid Daubechies


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Generalization Error of Invariant Classifiers


Jul 02, 2017
Jure Sokolic, Raja Giryes, Guillermo Sapiro, Miguel R. D. Rodrigues

* Conference on Artificial Intelligence and Statistics (AISTATS), 2017, pp. 1094-1103 
* Accepted to AISTATS. This version has updated references 

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