Luiz F. O. Chamon

CoRR, 2024

Near-Optimal Solutions of Constrained Learning Problems.

[BibT_eX]

[DOI]

Juan Elenter

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Constrained Learning With Non-Convex Losses.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, March, 2023

Safe Policies for Reinforcement Learning via Primal-Dual Methods.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., March, 2023

Transferability Properties of Graph Neural Networks.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2023

Distributed Universal Adaptive Networks.

[BibT_eX]

[DOI]

Vítor Heloiz Nascimento

IEEE Trans. Signal Process., 2023

Resilient Constrained Learning.

[BibT_eX]

[DOI]

Ignacio Hounie

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Automatic Data Augmentation via Invariance-Constrained Learning.

[BibT_eX]

[DOI]

Ignacio Hounie

Proceedings of the International Conference on Machine Learning, 2023

Learning Globally Smooth Functions on Manifolds.

[BibT_eX]

[DOI]

Juan Cerviño

Benjamin David Haeffele

René Vidal

Proceedings of the International Conference on Machine Learning, 2023

2022

Approximately Supermodular Scheduling Subject to Matroid Constraints.

[BibT_eX]

[DOI]

Alexandre Amice

IEEE Trans. Autom. Control., 2022

Probabilistically Robust Learning: Balancing Average and Worst-case Performance.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2022

2021

Graphon Signal Processing.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2021

Approximate Supermodularity of Kalman Filter Sensor Selection.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2021

Adversarial Robustness with Semi-Infinite Constrained Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Towards Safe Continuing Task Reinforcement Learning.

[BibT_eX]

[DOI]

Miguel Calvo-Fullana

Proceedings of the 2021 American Control Conference, 2021

Source Seeking in Unknown Environments with Convex Obstacles.

[BibT_eX]

[DOI]

Bruno Augusto Angélico

Proceedings of the 2021 American Control Conference, 2021

Transferable Graph Neural Networks on Large-Scale Stochastic Graphs.

[BibT_eX]

[DOI]

Proceedings of the 55th Asilomar Conference on Signals, Systems, and Computers, 2021

2020

Sparse Multiresolution Representations With Adaptive Kernels.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2020

Functional Nonlinear Sparse Models.

[BibT_eX]

[DOI]

Yonina C. Eldar

IEEE Trans. Signal Process., 2020

Trust but Verify: Assigning Prediction Credibility by Counterfactual Constrained Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Graphon Neural Networks and the Transferability of Graph Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Probably Approximately Correct Constrained Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Counterfactual Programming for Optimal Control.

[BibT_eX]

[DOI]

Proceedings of the 2nd Annual Conference on Learning for Dynamics and Control, 2020

The Graphon Fourier Transform.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Better Safe Than Sorry: Risk-Aware Nonlinear Bayesian Estimation.

[BibT_eX]

[DOI]

Dionysios S. Kalogerias

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

The Empirical Duality Gap of Constrained Statistical Learning.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Graphon Filters: Signal Processing in Very Large Graphs.

[BibT_eX]

[DOI]

Proceedings of the 28th European Signal Processing Conference, 2020

Risk-Constrained Linear-Quadratic Regulators.

[BibT_eX]

[DOI]

Anastasios Tsiamis

Dionysios S. Kalogerias

Proceedings of the 59th IEEE Conference on Decision and Control, 2020

Resilient Control: Compromising to Adapt.

[BibT_eX]

[DOI]

Proceedings of the 59th IEEE Conference on Decision and Control, 2020

2019

Learning Optimal Resource Allocations in Wireless Systems.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

Risk-Aware MMSE Estimation.

[BibT_eX]

[DOI]

Dionysios S. Kalogerias

CoRR, 2019

Constrained Reinforcement Learning Has Zero Duality Gap.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Sparse Learning of Parsimonious Reproducing Kernel Hilbert Space Models.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Dual Domain Learning of Optimal Resource Allocations in Wireless Systems.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2019

Sparse Recovery over Nonlinear Dictionaries.

[BibT_eX]

[DOI]

Yonina C. Eldar

Proceedings of the IEEE International Conference on Acoustics, 2019

Learning Safe Policies via Primal-Dual Methods.

[BibT_eX]

[DOI]

Proceedings of the 58th IEEE Conference on Decision and Control, 2019

Matroid-Constrained Approximately Supermodular Optimization for Near-Optimal Actuator Scheduling.

[BibT_eX]

[DOI]

Alexandre Amice

Proceedings of the 58th IEEE Conference on Decision and Control, 2019

Model Predictive Selection: A Receding Horizon Scheme for Actuator Selection.

[BibT_eX]

[DOI]

Vinícius Lima Silva

Proceedings of the 2019 American Control Conference, 2019

Learning Gaussian Processes with Bayesian Posterior Optimization.

[BibT_eX]

[DOI]

Proceedings of the 53rd Asilomar Conference on Signals, Systems, and Computers, 2019

2018

Greedy Sampling of Graph Signals.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2018

007: Democratically Finding the Cause of Packet Drops.

[BibT_eX]

[DOI]

Proceedings of the 15th USENIX Symposium on Networked Systems Design and Implementation, 2018

Strong Duality of Sparse Functional Optimization.

[BibT_eX]

[DOI]

Yonina C. Eldar

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Locally Adaptive Kernel Estimation Using Sparse Functional Programming.

[BibT_eX]

[DOI]

Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018

Online Deep Learning in Wireless Communication Systems.

[BibT_eX]

[DOI]

Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018

2017

Closing the Network Diagnostics Gap with Vigil.

[BibT_eX]

[DOI]

Proceedings of the Posters and Demos Proceedings of the Conference of the ACM Special Interest Group on Data Communication, 2017

Approximate Supermodularity Bounds for Experimental Design.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Universal bounds for the sampling of graph signals.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Finite-precision effects on graph filters.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE Global Conference on Signal and Information Processing, 2017

The mean square error in Kalman filtering sensor selection is approximately supermodular.

[BibT_eX]

[DOI]

Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017

2016

Combinations of Adaptive Filters with Coefficients Feedback.

[BibT_eX]

[DOI]

CoRR, 2016

Near-optimality of greedy set selection in the sampling of graph signals.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Global Conference on Signal and Information Processing, 2016

2014

There's plenty of room at the bottom: Incremental combinations of sign-error LMS filters.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2014

Towards spatially universal adaptive diffusion networks.

[BibT_eX]

[DOI]

Vítor H. Nascimento

Proceedings of the 2014 IEEE Global Conference on Signal and Information Processing, 2014

2013

Transient performance of an incremental combination of LMS filters.

[BibT_eX]

[DOI]

Proceedings of the 21st European Signal Processing Conference, 2013

2012

Combination of adaptive filters with coefficients feedback.

[BibT_eX]

[DOI]

Wilder Bezerra Lopes

Proceedings of the 2012 IEEE International Conference on Acoustics, 2012

A data reusage algorithm based on incremental combination of LMS filters.

[BibT_eX]

[DOI]

Humberto F. Ferro

Proceedings of the Conference Record of the Forty Sixth Asilomar Conference on Signals, 2012

2011

Combination of adaptive filters for relative navigation.

[BibT_eX]

[DOI]