Shaofeng Zou

Mach. Learn., September, 2024

Quickest Change Detection in Autoregressive Models.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, July, 2024

What is the Solution for State-Adversarial Multi-Agent Reinforcement Learning?

[BibT_eX]

[DOI]

Trans. Mach. Learn. Res., 2024

Achieving the Asymptotically Minimax Optimal Sample Complexity of Offline Reinforcement Learning: A DRO-Based Approach.

[BibT_eX]

[DOI]

Jinjun Xiong

Trans. Mach. Learn. Res., 2024

Faster algorithm and sharper analysis for constrained Markov decision process.

[BibT_eX]

[DOI]

Oper. Res. Lett., 2024

Robust Average-Reward Reinforcement Learning.

[BibT_eX]

[DOI]

Alvaro Velasquez

George K. Atia

J. Artif. Intell. Res., 2024

Model-Free Robust Reinforcement Learning with Sample Complexity Analysis.

[BibT_eX]

[DOI]

Yudan Wang

CoRR, 2024

On the Convergence of Multi-objective Optimization under Generalized Smoothness.

[BibT_eX]

[DOI]

CoRR, 2024

Finite-Time Analysis for Conflict-Avoidant Multi-Task Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2024

Convergence Guarantees for RMSProp and Adam in Generalized-smooth Non-convex Optimization with Affine Noise Variance.

[BibT_eX]

[DOI]

Qi Zhang

CoRR, 2024

Robust Multi-Hypothesis Testing with Moment-Constrained Uncertainty Sets.

[BibT_eX]

[DOI]

Akshayaa Magesh

Proceedings of the IEEE International Symposium on Information Theory, 2024

Moving Object Detection in Shallow Underwater using Multi-Scale Spatial-Temporal Lacunarity.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Circuits and Systems, 2024

Non-Asymptotic Analysis for Single-Loop (Natural) Actor-Critic with Compatible Function Approximation.

[BibT_eX]

[DOI]

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Constrained Reinforcement Learning Under Model Mismatch.

[BibT_eX]

[DOI]

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Understanding Information Disclosure from Secure Computation Output: A Study of Average Salary Computation.

[BibT_eX]

[DOI]

Alessandro N. Baccarini

Marina Blanton

Proceedings of the Fourteenth ACM Conference on Data and Application Security and Privacy, 2024

Sample Complexity Characterization for Linear Contextual MDPs.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

Large-Scale Non-convex Stochastic Constrained Distributionally Robust Optimization.

[BibT_eX]

[DOI]

Qi Zhang

Lixin Shen

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

Kernel Robust Hypothesis Testing.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, October, 2023

Quickest Anomaly Detection in Sensor Networks With Unlabeled Samples.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2023

Robust Multi-Agent Reinforcement Learning with State Uncertainty.

[BibT_eX]

[DOI]

Trans. Mach. Learn. Res., 2023

Decentralized Robust V-learning for Solving Markov Games with Model Uncertainty.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2023

Distributionally Robust Optimization Efficiently Solves Offline Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2023

Data-Driven Quickest Change Detection in Hidden Markov Models.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2023

A Robust and Constrained Multi-Agent Reinforcement Learning Electric Vehicle Rebalancing Method in AMoD Systems.

[BibT_eX]

[DOI]

IROS, 2023

Model-Free Robust Average-Reward Reinforcement Learning.

[BibT_eX]

[DOI]

Alvaro Velasquez

George K. Atia

Proceedings of the International Conference on Machine Learning, 2023

Data-Driven Quickest Change Detection in Markov Models.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2023

Robust Hypothesis Testing With Moment Constrained Uncertainty Sets.

[BibT_eX]

[DOI]

Akshayaa Magesh

Proceedings of the IEEE International Conference on Acoustics, 2023

Robust Average-Reward Markov Decision Processes.

[BibT_eX]

[DOI]

Alvaro Velasquez

George K. Atia

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Quickest Change Detection in Anonymous Heterogeneous Sensor Networks.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2022

A Robust and Constrained Multi-Agent Reinforcement Learning Framework for Electric Vehicle AMoD Systems.

[BibT_eX]

[DOI]

CoRR, 2022

Robust Constrained Reinforcement Learning.

[BibT_eX]

[DOI]

Fei Miao

CoRR, 2022

Data-Driven Robust Multi-Agent Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the 32nd IEEE International Workshop on Machine Learning for Signal Processing, 2022

Robust Hypothesis Testing with Kernel Uncertainty Sets.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2022

Policy Gradient Method For Robust Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2022

Sample and Communication-Efficient Decentralized Actor-Critic Algorithms with Finite-Time Analysis.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2022

2021

Sequential (Quickest) Change Detection: Classical Results and New Directions.

[BibT_eX]

[DOI]

Liyan Xie

Yao Xie

IEEE J. Sel. Areas Inf. Theory, 2021

Population Risk Improvement with Model Compression: An Information-Theoretic Approach.

[BibT_eX]

[DOI]

Weihao Gao

Entropy, 2021

Sample and Communication-Efficient Decentralized Actor-Critic Algorithms with Finite-Time Analysis.

[BibT_eX]

[DOI]

CoRR, 2021

Finite-Sample Analysis for Two Time-scale Non-linear TDC with General Smooth Function Approximation.

[BibT_eX]

[DOI]

CoRR, 2021

Non-Asymptotic Analysis for Two Time-scale TDC with General Smooth Function Approximation.

[BibT_eX]

[DOI]

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

Online Robust Reinforcement Learning with Model Uncertainty.

[BibT_eX]

[DOI]

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

A Data-Driven Approach to Robust Hypothesis Testing Using Kernel MMD Uncertainty Sets.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2021

Quickest Dynamic Anomaly Detection in Anonymous Heterogeneous Sensor Networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2021

A Computationally Efficient Algorithm for Quickest Change Detection in Anonymous Heterogeneous Sensor Networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2021

An Object Enhancement Method for Forward-Looking Sonar Images Based on Multi-Frame Fusion.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Circuits and Systems, 2021

Greedy-GQ with Variance Reduction: Finite-time Analysis and Improved Complexity.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Learning Representations, 2021

Learning Graph Neural Networks with Approximate Gradient Descent.

[BibT_eX]

[DOI]

Qunwei Li

Wenliang Zhong

Proceedings of the Thirty-Fifth AAAI Conference on Artificial Intelligence, 2021

2020

Quickest Detection of Dynamic Events in Networks.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2020

Tightening Mutual Information-Based Bounds on Generalization Error.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Inf. Theory, 2020

Finite-sample Analysis of Greedy-GQ with Linear Function Approximation under Markovian Noise.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Sixth Conference on Uncertainty in Artificial Intelligence, 2020

Variance-Reduced Off-Policy TDC Learning: Non-Asymptotic Convergence Analysis.

[BibT_eX]

[DOI]

Shaocong Ma

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

A Game-Theoretic Approach to Sequential Detection in Adversarial Environments.

[BibT_eX]

[DOI]

Ruizhi Zhang

Proceedings of the IEEE International Symposium on Information Theory, 2020

Quickest Change Detection In Anonymous Heterogeneous Sensor Networks.

[BibT_eX]

[DOI]

Qunwei Li

Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Information-Theoretic Understanding of Population Risk Improvement with Model Compression.

[BibT_eX]

[DOI]

Weihao Gao

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

Linear-Complexity Exponentially-Consistent Tests for Universal Outlying Sequence Detection.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

Quickest Change Detection Under Transient Dynamics: Theory and Asymptotic Analysis.

[BibT_eX]

[DOI]

Georgios Fellouris

IEEE Trans. Inf. Theory, 2019

Finite-Sample Analysis for SARSA and Q-Learning with Linear Function Approximation.

[BibT_eX]

[DOI]

Tengyu Xu

CoRR, 2019

Finite-Sample Analysis for SARSA with Linear Function Approximation.

[BibT_eX]

[DOI]

Tengyu Xu

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

Two Time-scale Off-Policy TD Learning: Non-asymptotic Analysis over Markovian Samples.

[BibT_eX]

[DOI]

Tengyu Xu

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

Quickest Detection of a Moving Target in a Sensor Network.

[BibT_eX]

[DOI]

Georgios Rovatsos

Proceedings of the IEEE International Symposium on Information Theory, 2019

Distributed Quickest Detection of Significant Events in Networks.

[BibT_eX]

[DOI]

Ananthram Swami

Proceedings of the IEEE International Conference on Acoustics, 2019

A CNN-Based Blind Denoising Method for Endoscopic Images.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE Biomedical Circuits and Systems Conference, 2019

Detail Recovery in Medical Images Denoising.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE Biomedical Circuits and Systems Conference, 2019

A Consensus-based Approach for Distributed Quickest Detection of Significant Events in Networks.

[BibT_eX]

[DOI]

Gabriela F. Ciocarlie

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

2018

Degraded Broadcast Channel With Secrecy Outside a Bounded Range.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2018

Estimation of KL Divergence: Optimal Minimax Rate.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2018

Quickest Detection of Dynamic Events in Sensor Networks.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Quickest Detection of Significant Events in Structured Networks.

[BibT_eX]

[DOI]

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

Stochastic Control of Power Supply in Data Centers.

[BibT_eX]

[DOI]

Georgios Rovatsos

Alejandro D. Domínguez-García

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

2017

Nonparametric Detection of Anomalous Data Streams.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2017

Nonparametric Detection of Geometric Structures Over Networks.

[BibT_eX]

[DOI]

H. Vincent Poor

IEEE Trans. Signal Process., 2017

Linear Complexity Exponentially Consistent Tests for Outlying Sequence Detection.

[BibT_eX]

[DOI]

CoRR, 2017

Asymptotic optimality of D-CuSum for quickest change detection under transient dynamics.

[BibT_eX]

[DOI]

Georgios Fellouris

Proceedings of the 2017 IEEE International Symposium on Information Theory, 2017

Quickest change detection under transient dynamics.

[BibT_eX]

[DOI]

Georgios Rovatsos

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Gaussian fading channel with secrecy outside a bounded range.

[BibT_eX]

[DOI]

Shlomo Shamai

Proceedings of the 2017 IEEE Conference on Communications and Network Security, 2017

2016

K-user degraded broadcast channel with secrecy outside a bounded range.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Information Theory Workshop, 2016

Estimation of KL divergence between large-alphabet distributions.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2016

Nonparametric detection of an anomalous disk over a two-dimensional lattice network.

[BibT_eX]

[DOI]

H. Vincent Poor

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Universal outlying sequence detection for continuous observations.

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

2015

An Information Theoretic Approach to Secret Sharing.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2015

Broadcast Networks With Layered Decoding and Layered Secrecy: Theory and Applications.

[BibT_eX]

[DOI]

Proc. IEEE, 2015

Degraded broadcast channel: Secrecy outside of a bounded range.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE Information Theory Workshop, 2015

Rate splitting and sharing for degraded broadcast channel with secrecy outside a bounded range.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2015

2014

Nonparametric Detection of Anomalous Data via Kernel Mean Embedding.

[BibT_eX]

[DOI]

CoRR, 2014

Kernel-based nonparametric anomaly detection.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE 15th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2014

A kernel-based nonparametric test for anomaly detection over line networks.

[BibT_eX]

[DOI]

H. Vincent Poor

Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2014

Layered secure broadcasting over MIMO channels and application in secret sharing.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Symposium on Information Theory, Honolulu, HI, USA, June 29, 2014

Unsupervised nonparametric anomaly detection: A kernel method.

[BibT_eX]

[DOI]

Proceedings of the 52nd Annual Allerton Conference on Communication, 2014

2013

Layered decoding and secrecy over degraded broadcast channels.

[BibT_eX]

[DOI]

Proceedings of the 14th IEEE Workshop on Signal Processing Advances in Wireless Communications, 2013

Multiple access channel with state uncertainty at transmitters.

[BibT_eX]

[DOI]