Guillermo Sapiro

ORCID

Publication Activity (10 Years)

Years Active: 1993-2024
Publications (10 Years): 120

Top Venues

Publications

Antoine Wehenkel, Juan L. Gamella, Ozan Sener, Jens Behrmann, Guillermo Sapiro, Marco Cuturi, Jörn-Henrik Jacobsen
Addressing Misspecification in Simulation-based Inference through Data-driven Calibration. CoRR (2024)
Young-Kyung Kim, J. Matías Di Martino, Guillermo Sapiro
Vision Transformers with Natural Language Semantics. CoRR (2024)
Oded Schlesinger, Raj Kundu, Dmitry Isaev, Jessica Y. Choi, Stefan M. Goetz, Dennis A. Turner, Guillermo Sapiro, Angel V. Peterchev, J. Matías Di Martino
Scalp surface estimation and head registration using sparse sampling and 3D statistical models. Comput. Biol. Medicine 178 (2024)
Afroditi Papadaki, Natalia Martínez, Martín Bertrán, Guillermo Sapiro, Miguel R. D. Rodrigues
Federated Fairness without Access to Sensitive Groups. CoRR (2024)
Natalia Martínez, Martín Bertrán, Guillermo Sapiro
Achieving Group Distributional Robustness and Minimax Group Fairness with Interpolating Classifiers. AISTATS (2024)
Pradeep Raj Krishnappa Babu, J. Matías Di Martino, Kimberly L. H. Carpenter, Scott Compton, Naomi Davis, Brian Eichner, Steven Espinosa, Lauren Franz, Sam Perochon, Geraldine Dawson, Guillermo Sapiro
Large-scale Validation of a Scalable and Portable Behavioral Digital Screening Tool for Autism at Home. CHI Extended Abstracts (2024)
Young-Kyung Kim, J. Matías Di Martino, Guillermo Sapiro
Generalizing Neural Additive Models via Statistical Multimodal Analysis. Trans. Mach. Learn. Res. 2024 (2024)
Antoine Wehenkel, Jens Behrmann, Hsiang Hsu, Guillermo Sapiro, Gilles Louppe, Jörn-Henrik Jacobsen
Robust Hybrid Learning With Expert Augmentation. Trans. Mach. Learn. Res. 2023 (2023)
Shiwen Zhao, Guillermo Sapiro
Consistent Collaborative Filtering via Tensor Decomposition. Trans. Mach. Learn. Res. 2023 (2023)
Antoine Wehenkel, Jens Behrmann, Andrew C. Miller, Guillermo Sapiro, Ozan Sener, Marco Cuturi, Jörn-Henrik Jacobsen
Simulation-based Inference for Cardiovascular Models. CoRR (2023)
Junya Chen, Matthew Engelhard, Ricardo Henao, Samuel Berchuck, Brian Eichner, Eliana M. Perrin, Guillermo Sapiro, Geraldine Dawson
Enhancing early autism prediction based on electronic records using clinical narratives. J. Biomed. Informatics 144 (2023)
Oded Schlesinger, Raj Kundu, Stefan M. Goetz, Guillermo Sapiro, Angel V. Peterchev, J. Matías Di Martino
Automatic Neurocranial Landmarks Detection from Visible Facial Landmarks Leveraging 3D Head Priors. CLIP/FAIMI/EPIMI@MICCAI (2023)
Achille Nazaret, Sana Tonekaboni, Gregory Darnell, Shirley You Ren, Guillermo Sapiro, Andrew C. Miller
Modeling personalized heart rate response to exercise and environmental factors with wearables data. npj Digit. Medicine 6 (2023)
Sam Perochon, J. Matías Di Martino, Kimberly L. H. Carpenter, Scott Compton, Naomi Davis, Steven Espinosa, Lauren Franz, Amber D. Rieder, Connor Sullivan, Guillermo Sapiro, Geraldine Dawson
A tablet-based game for the assessment of visual motor skills in autistic children. npj Digit. Medicine 6 (2023)
Pradeep Raj Krishnappa Babu, J. Matías Di Martino, Zhuoqing Chang, Sam Perochon, Kimberly L. H. Carpenter, Scott Compton, Steven Espinosa, Geraldine Dawson, Guillermo Sapiro
Exploring Complexity of Facial Dynamics in Autism Spectrum Disorder. IEEE Trans. Affect. Comput. 14 (2) (2023)
Oren Solomon, Rémi Patriat, Henry Braun, Tara E. Palnitkar, Steen Moeller, Edward J. Auerbach, Kâmil Ugurbil, Guillermo Sapiro, Noam Harel
Motion robust magnetic resonance imaging via efficient Fourier aggregation. Medical Image Anal. 83 (2023)
Afroditi Papadaki, Natalia Martínez, Martín Bertrán, Guillermo Sapiro, Miguel R. D. Rodrigues
Minimax Demographic Group Fairness in Federated Learning. FAccT (2022)
Antoine Wehenkel, Jens Behrmann, Hsiang Hsu, Guillermo Sapiro, Gilles Louppe, Jörn-Henrik Jacobsen
Robust Hybrid Learning With Expert Augmentation. CoRR (2022)
Hamed Azami, Zhuoqing Chang, Steven E. Arnold, Guillermo Sapiro, Anoopum S. Gupta
Detection of Oculomotor Dysmetria From Mobile Phone Video of the Horizontal Saccades Task Using Signal Processing and Machine Learning Approaches. IEEE Access 10 (2022)
Wei Zhu, Qiang Qiu, A. Robert Calderbank, Guillermo Sapiro, Xiuyuan Cheng
Scaling-Translation-Equivariant Networks with Decomposed Convolutional Filters. J. Mach. Learn. Res. 23 (2022)
Usamah N. Chaudhary, Cambre N. Kelly, Benjamin R. Wesorick, Cameron M. Reese, Ken Gall, Samuel B. Adams, Guillermo Sapiro, J. Matías Di Martino
Computational and image processing methods for analysis and automation of anatomical alignment and joint spacing in reconstructive surgery. Int. J. Comput. Assist. Radiol. Surg. 17 (3) (2022)
Afroditi Papadaki, Natalia Martínez, Martín Bertrán, Guillermo Sapiro, Miguel R. D. Rodrigues
Minimax Demographic Group Fairness in Federated Learning. CoRR (2022)
Ze Wang, Sihao Ding, Ying Li, Jonas Fenn, Sohini Roychowdhury, Andreas Wallin, Lane Martin, Scott Ryvola, Guillermo Sapiro, Qiang Qiu
Cirrus: A Long-range Bi-pattern LiDAR Dataset. ICRA (2021)
Afroditi Papadaki, Natalia Martínez, Martín Bertrán, Guillermo Sapiro, Miguel R. D. Rodrigues
Federating for Learning Group Fair Models. CoRR (2021)
Martín Bertrán, Natalia Martínez, Alex Oesterling, Guillermo Sapiro
Distributionally Robust Group Backwards Compatibility. CoRR (2021)
Matthieu Bovery, Geraldine Dawson, Jordan Hashemi, Guillermo Sapiro
A Scalable Off-the-Shelf Framework for Measuring Patterns of Attention in Young Children and Its Application in Autism Spectrum Disorder. IEEE Trans. Affect. Comput. 12 (3) (2021)
Natalia Martínez, Martín Bertrán, Afroditi Papadaki, Miguel R. D. Rodrigues, Guillermo Sapiro
Blind Pareto Fairness and Subgroup Robustness. ICML (2021)
William E. Carson IV, Dmitry Yu. Isaev, Samantha Major, Guillermo Sapiro, Geraldine Dawson, David Carlson
Adversarial Factor Models for the Generation of Improved Autism Diagnostic Biomarkers. CoRR (2021)
Haoyu Dong, Ze Wang, Qiang Qiu, Guillermo Sapiro
Using Text To Teach Image Retrieval. CVPR Workshops (2021)
Jordan Hashemi, Geraldine Dawson, Kimberly L. H. Carpenter, Kathleen Campbell, Qiang Qiu, Steven Espinosa, Samuel Marsan, Jeffrey P. Baker, Helen Link Egger, Guillermo Sapiro
Computer Vision Analysis for Quantification of Autism Risk Behaviors. IEEE Trans. Affect. Comput. 12 (1) (2021)
Raphaël Achddou, J. Matías Di Martino, Guillermo Sapiro
Nested Learning for Multi-Level Classification. ICASSP (2021)
J. Matías Di Martino, Qiang Qiu, Guillermo Sapiro
Rethinking Shape From Shading for Spoofing Detection. IEEE Trans. Image Process. 30 (2021)
Chenfei Wu, Lun Huang, Qianxi Zhang, Binyang Li, Lei Ji, Fan Yang, Guillermo Sapiro, Nan Duan
GODIVA: Generating Open-DomaIn Videos from nAtural Descriptions. CoRR (2021)
Gilad Cohen, Guillermo Sapiro, Raja Giryes
Detecting Adversarial Samples Using Influence Functions and Nearest Neighbors. CVPR (2020)
Martín Bertrán, Natalia Martínez, Mariano Phielipp, Guillermo Sapiro
Instance based Generalization in Reinforcement Learning. CoRR (2020)
Martín Bertrán, Natalia Martínez, Mariano Phielipp, Guillermo Sapiro
Instance-based Generalization in Reinforcement Learning. NeurIPS (2020)
Raja Giryes, Guillermo Sapiro, Alex M. Bronstein
Corrections to "Deep Neural Networks With Random Gaussian Weights: A Universal Classification Strategy?". IEEE Trans. Signal Process. 68 (2020)
Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu
ACDC: Weight Sharing in Atom-Coefficient Decomposed Convolution. CoRR (2020)
Haoyu Dong, Ze Wang, Qiang Qiu, Guillermo Sapiro
Using Text to Teach Image Retrieval. CoRR (2020)
Ze Wang, Sihao Ding, Ying Li, Jonas Fenn, Sohini Roychowdhury, Andreas Wallin, Lane Martin, Scott Ryvola, Guillermo Sapiro, Qiang Qiu
Cirrus: A Long-range Bi-pattern LiDAR Dataset. CoRR (2020)
Natalia Martínez, Martín Bertrán, Guillermo Sapiro
Minimax Pareto Fairness: A Multi Objective Perspective. ICML (2020)
J. Matías Di Martino, Fernando Suzacq, Mauricio Delbracio, Qiang Qiu, Guillermo Sapiro
Differential 3D Facial Recognition: Adding 3D to Your State-of-the-Art 2D Method. CoRR (2020)
J. Matías Di Martino, Fernando Suzacq, Mauricio Delbracio, Qiang Qiu, Guillermo Sapiro
Differential 3D Facial Recognition: Adding 3D to Your State-of-the-Art 2D Method. IEEE Trans. Pattern Anal. Mach. Intell. 42 (7) (2020)
Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu
Stochastic Conditional Generative Networks with Basis Decomposition. ICLR (2020)
Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu
A Dictionary Approach to Domain-Invariant Learning in Deep Networks. NeurIPS (2020)
Mercy Nyamewaa Asiedu, Erica Skerrett, Guillermo Sapiro, Nirmala Ramanujam
Combining multiple contrasts for improving machine learning-based classification of cervical cancers with a low-cost point-of-care Pocket colposcope. EMBC (2020)
Dmitry Yu. Isaev, Dmitry Tchapyjnikov, C. Michael Cotten, David Tanaka, Natalia Martínez, Martín Bertrán, Guillermo Sapiro, David Carlson
Attention-Based Network for Weak Labels in Neonatal Seizure Detection. MLHC (2020)
Raphaël Achddou, J. Matías Di Martino, Guillermo Sapiro
Nested Learning For Multi-Granular Tasks. CoRR (2020)
Natalia Martínez, Martín Bertrán, Guillermo Sapiro
Minimax Pareto Fairness: A Multi Objective Perspective. CoRR (2020)
Gilad Cohen, Guillermo Sapiro, Raja Giryes
Detecting Adversarial Samples Using Influence Functions and Nearest Neighbors. CoRR (2019)
Martín Bertrán, Natalia Martínez, Afroditi Papadaki, Qiang Qiu, Miguel R. D. Rodrigues, Galen Reeves, Guillermo Sapiro
Adversarially Learned Representations for Information Obfuscation and Inference. ICML (2019)
Ze Wang, Sihao Ding, Ying Li, Minming Zhao, Sohini Roychowdhury, Andreas Wallin, Guillermo Sapiro, Qiang Qiu
Range Adaptation for 3D Object Detection in LiDAR. ICCV Workshops (2019)
Xiuyuan Cheng, Qiang Qiu, A. Robert Calderbank, Guillermo Sapiro
RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks. ICLR (Poster) (2019)
Hamed Azami, Steven E. Arnold, Saeid Sanei, Zhuoqing Chang, Guillermo Sapiro, Javier Escudero, Anoopum S. Gupta
Multiscale Fluctuation-Based Dispersion Entropy and Its Applications to Neurological Diseases. IEEE Access 7 (2019)
Wei Zhu, Qiang Qiu, A. Robert Calderbank, Guillermo Sapiro, Xiuyuan Cheng
Scale-Equivariant Neural Networks with Decomposed Convolutional Filters. CoRR (2019)
Zhuoqing Chang, J. Matías Di Martino, Qiang Qiu, Steven Espinosa, Guillermo Sapiro
SalGaze: Personalizing Gaze Estimation using Visual Saliency. ICCV Workshops (2019)
Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu
Domain-invariant Learning using Adaptive Filter Decomposition. CoRR (2019)
Reuben R. Shamir, Yuval Duchin, Jinyoung Kim, Guillermo Sapiro, Noam Harel
Continuous Dice Coefficient: a Method for Evaluating Probabilistic Segmentations. CoRR (2019)
Ze Wang, Xiuyuan Cheng, Guillermo Sapiro, Qiang Qiu
Stochastic Conditional Generative Networks with Basis Decomposition. CoRR (2019)
Ze Wang, Sihao Ding, Ying Li, Minming Zhao, Sohini Roychowdhury, Andreas Wallin, Guillermo Sapiro, Qiang Qiu
Range Adaptation for 3D Object Detection in LiDAR. CoRR (2019)
Natalia Martínez, Martín Bertrán, Guillermo Sapiro
Fairness With Minimal Harm: A Pareto-Optimal Approach For Healthcare. CoRR (2019)
Natalia Martínez, Martín Bertrán, Guillermo Sapiro, Hau-Tieng Wu
Non-Contact Photoplethysmogram and Instantaneous Heart Rate Estimation from Infrared Face Video. ICIP (2019)
Natalia Martínez, Martín Bertrán, Guillermo Sapiro, Hau-Tieng Wu
Non-contact photoplethysmogram and instantaneous heart rate estimation from infrared face video. CoRR (2019)
Zhuoqing Chang, J. Matías Di Martino, Qiang Qiu, Steven Espinosa, Guillermo Sapiro
SalGaze: Personalizing Gaze Estimation Using Visual Saliency. CoRR (2019)
Wei Zhu, Qiang Qiu, Bao Wang, Jianfeng Lu, Guillermo Sapiro, Ingrid Daubechies
Stop Memorizing: A Data-Dependent Regularization Framework for Intrinsic Pattern Learning. SIAM J. Math. Data Sci. 1 (3) (2019)
Mercy Nyamewaa Asiedu, Anish K. Simhal, Usamah N. Chaudhary, Jenna L. Mueller, Christopher T. Lam, John W. Schmitt, Gino Venegas, Guillermo Sapiro, Nimmi Ramanujam
Development of Algorithms for Automated Detection of Cervical Pre-Cancers With a Low-Cost, Point-of-Care, Pocket Colposcope. IEEE Trans. Biomed. Eng. 66 (8) (2019)
J. Matías Di Martino, Qiang Qiu, Trishul Nagenalli, Guillermo Sapiro
Liveness Detection Using Implicit 3D Features. CoRR (2018)
Qiang Qiu, José Lezama, Alexander M. Bronstein, Guillermo Sapiro
ForestHash: Semantic Hashing with Shallow Random Forests and Tiny Convolutional Networks. ECCV (2) (2018)
Cecilia Aguerrebere, Mauricio Delbracio, Alberto Bartesaghi, Guillermo Sapiro
A Practical Guide to Multi-Image Alignment. ICASSP (2018)
Albert Gong, Qiang Qiu, Guillermo Sapiro
Virtual CNN Branching: Efficient Feature Ensemble for Person Re-Identification. CoRR (2018)
Gilad Cohen, Guillermo Sapiro, Raja Giryes
DNN or k-NN: That is the Generalize vs. Memorize Question. CoRR (2018)
Deeksha Malhotra, Kimberly Chiew, Mai-Anh Vu, Nicole Heller, Guillermo Sapiro, R. Alison Adcock
Natural Human Exploration under Approach and Avoidance Motivation in a Real-Life Spatial Environment. CogSci (2018)
Qiang Qiu, Xiuyuan Cheng, A. Robert Calderbank, Guillermo Sapiro
DCFNet: Deep Neural Network with Decomposed Convolutional Filters. ICML (2018)
Raja Giryes, Yonina C. Eldar, Alexander M. Bronstein, Guillermo Sapiro
The Learned Inexact Project Gradient Descent Algorithm. ICASSP (2018)
Helen Link Egger, Geraldine Dawson, Jordan Hashemi, Kimberly L. H. Carpenter, Steven Espinosa, Kathleen Campbell, Samuel Brotkin, Jana Schaich Borg, Qiang Qiu, Mariano Tepper, Jeffrey P. Baker, Richard A. Bloomfield Jr., Guillermo Sapiro
Automatic emotion and attention analysis of young children at home: a ResearchKit autism feasibility study. npj Digit. Medicine 1 (2018)
Pramod Kumar Pisharady, Stamatios N. Sotiropoulos, Julio Martin Duarte-Carvajalino, Guillermo Sapiro, Christophe Lenglet
Estimation of white matter fiber parameters from compressed multiresolution diffusion MRI using sparse Bayesian learning. NeuroImage 167 (2018)
Qiang Qiu, Xiuyuan Cheng, A. Robert Calderbank, Guillermo Sapiro
DCFNet: Deep Neural Network with Decomposed Convolutional Filters. CoRR (2018)
Martín Bertrán, Natalia Martínez, Afroditi Papadaki, Qiang Qiu, Miguel R. D. Rodrigues, Guillermo Sapiro
Learning to Collaborate for User-Controlled Privacy. CoRR (2018)
José Lezama, Qiang Qiu, Pablo Musé, Guillermo Sapiro
OLÉ: Orthogonal Low-Rank Embedding - A Plug and Play Geometric Loss for Deep Learning. CVPR (2018)
Xiuyuan Cheng, Qiang Qiu, A. Robert Calderbank, Guillermo Sapiro
RotDCF: Decomposition of Convolutional Filters for Rotation-Equivariant Deep Networks. CoRR (2018)
Wei Zhu, Qiang Qiu, Jiaji Huang, A. Robert Calderbank, Guillermo Sapiro, Ingrid Daubechies
LDMNet: Low Dimensional Manifold Regularized Neural Networks. CVPR (2018)
Hyun Keun Ahn, Qiang Qiu, Edward Bosch, Andrew Thompson, Francisco E. Robles, Guillermo Sapiro, Warren S. Warren, A. Robert Calderbank
Classifying Pump-Probe Images of Melanocytic Lesions Using the WEYL Transform. ICASSP (2018)
Raja Giryes, Yonina C. Eldar, Alexander M. Bronstein, Guillermo Sapiro
Tradeoffs Between Convergence Speed and Reconstruction Accuracy in Inverse Problems. IEEE Trans. Signal Process. 66 (7) (2018)
Wei Zhu, Qiang Qiu, Bao Wang, Jianfeng Lu, Guillermo Sapiro, Ingrid Daubechies
Stop memorizing: A data-dependent regularization framework for intrinsic pattern learning. CoRR (2018)
Qiang Qiu, Jordan Hashemi, Guillermo Sapiro
Intelligent Synthesis Driven Model Calibration: Framework and Face Recognition Application. ICCV Workshops (2017)
Qixiang Ye, Tianliang Zhang, Wei Ke, Qiang Qiu, Jie Chen, Guillermo Sapiro, Baochang Zhang
Self-Learning Scene-Specific Pedestrian Detectors Using a Progressive Latent Model. CVPR (2017)
Jure Sokolic, Raja Giryes, Guillermo Sapiro, Miguel R. D. Rodrigues
Robust Large Margin Deep Neural Networks. IEEE Trans. Signal Process. 65 (16) (2017)
Anish K. Simhal, Cecilia Aguerrebere, Forrest Collman, Joshua T. Vogelstein, Kristina D. Micheva, Richard J. Weinberg, Stephen J. Smith, Guillermo Sapiro
Probabilistic fluorescence-based synapse detection. PLoS Comput. Biol. 13 (4) (2017)
Jure Sokolic, Miguel R. D. Rodrigues, Qiang Qiu, Guillermo Sapiro
Learning to Identify While Failing to Discriminate. ICCV Workshops (2017)
Jure Sokolic, Qiang Qiu, Miguel R. D. Rodrigues, Guillermo Sapiro
Learning to Succeed while Teaching to Fail: Privacy in Closed Machine Learning Systems. CoRR (2017)
Wei Zhu, Qiang Qiu, Jiaji Huang, A. Robert Calderbank, Guillermo Sapiro, Ingrid Daubechies
LDMNet: Low Dimensional Manifold Regularized Neural Networks. CoRR (2017)
Jure Sokolic, Raja Giryes, Guillermo Sapiro, Miguel R. D. Rodrigues
Generalization Error of Invariant Classifiers. AISTATS (2017)
Pramod Kumar Pisharady, Stamatios N. Sotiropoulos, Guillermo Sapiro, Christophe Lenglet
A Sparse Bayesian Learning Algorithm for White Matter Parameter Estimation from Compressed Multi-shell Diffusion MRI. MICCAI (1) (2017)
Qiang Qiu, José Lezama, Alexander M. Bronstein, Guillermo Sapiro
ForestHash: Semantic Hashing With Shallow Random Forests and Tiny Convolutional Networks. CoRR (2017)
Shuochen Su, Mauricio Delbracio, Jue Wang, Guillermo Sapiro, Wolfgang Heidrich, Oliver Wang
Deep Video Deblurring for Hand-Held Cameras. CVPR (2017)
José Lezama, Qiang Qiu, Guillermo Sapiro
Not Afraid of the Dark: NIR-VIS Face Recognition via Cross-Spectral Hallucination and Low-Rank Embedding. CVPR (2017)
Mariano Tepper, Guillermo Sapiro
Nonnegative Matrix Underapproximation for Robust Multiple Model Fitting. CVPR (2017)
José Lezama, Qiang Qiu, Pablo Musé, Guillermo Sapiro
OLÉ: Orthogonal Low-rank Embedding, A Plug and Play Geometric Loss for Deep Learning. CoRR (2017)
Mariano Tepper, Guillermo Sapiro
Nonnegative Matrix Underapproximation for Robust Multiple Model Fitting. CoRR (2016)
Mariano Tepper, Guillermo Sapiro
A short-graph fourier transform via personalized pagerank vectors. ICASSP (2016)

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Publication Activity (10 Years)

Top Topics

Top Venues

Guillermo Sapiro