Yingbin Liang

CoRR, 2024

Dynamic Fraud Detection: Integrating Reinforcement Learning into Graph Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2024

Convolutional Neural Networks for Predictive Modeling of Lung Disease.

[BibT_eX]

[DOI]

CoRR, 2024

In-Context Learning with Representations: Contextual Generalization of Trained Transformers.

[BibT_eX]

[DOI]

CoRR, 2024

A comparative study of generative adversarial networks for image recognition algorithms based on deep learning and traditional methods.

[BibT_eX]

[DOI]

CoRR, 2024

Theory on Mixture-of-Experts in Continual Learning.

[BibT_eX]

[DOI]

CoRR, 2024

Advanced Multimodal Deep Learning Architecture for Image-Text Matching.

[BibT_eX]

[DOI]

CoRR, 2024

Transformers Provably Learn Feature-Position Correlations in Masked Image Modeling.

[BibT_eX]

[DOI]

CoRR, 2024

Take the Bull by the Horns: Hard Sample-Reweighted Continual Training Improves LLM Generalization.

[BibT_eX]

[DOI]

CoRR, 2024

Non-asymptotic Convergence of Discrete-time Diffusion Models: New Approach and Improved Rate.

[BibT_eX]

[DOI]

CoRR, 2024

AI-EDGE: An NSF AI institute for future edge networks and distributed intelligence.

[BibT_eX]

[DOI]

AI Mag., 2024

Can We Theoretically Quantify the Impacts of Local Updates on the Generalization Performance of Federated Learning?

[BibT_eX]

[DOI]

Proceedings of the Twenty-fifth International Symposium on Theory, 2024

Towards General Function Approximation in Nonstationary Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2024

In-context Convergence of Transformers.

[BibT_eX]

[DOI]

Yu Huang

Yuan Cheng

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

Improving Sample Efficiency of Model-Free Algorithms for Zero-Sum Markov Games.

[BibT_eX]

[DOI]

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

Doubly Robust Instance-Reweighted Adversarial Training.

[BibT_eX]

[DOI]

Proceedings of the Twelfth International Conference on Learning Representations, 2024

Provably Efficient UCB-type Algorithms For Learning Predictive State Representations.

[BibT_eX]

[DOI]

Ruiquan Huang

Proceedings of the Twelfth International Conference on Learning Representations, 2024

Provable Benefits of Multi-task RL under Non-Markovian Decision Making Processes.

[BibT_eX]

[DOI]

Proceedings of the Twelfth International Conference on Learning Representations, 2024

On the Hardness of Online Nonconvex Optimization with Single Oracle Feedback.

[BibT_eX]

[DOI]

Proceedings of the Twelfth International Conference on Learning Representations, 2024

Sample Complexity Characterization for Linear Contextual MDPs.

[BibT_eX]

[DOI]

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

2023

Online Min-max Problems with Non-convexity and Non-stationarity.

[BibT_eX]

[DOI]

Trans. Mach. Learn. Res., 2023

Lower Bounds and Accelerated Algorithms for Bilevel Optimization.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2023

Rethinking PGD Attack: Is Sign Function Necessary?

[BibT_eX]

[DOI]

CoRR, 2023

Meta ControlNet: Enhancing Task Adaptation via Meta Learning.

[BibT_eX]

[DOI]

CoRR, 2023

Model-Free Algorithm with Improved Sample Efficiency for Zero-Sum Markov Games.

[BibT_eX]

[DOI]

CoRR, 2023

Theoretical Hardness and Tractability of POMDPs in RL with Partial Hindsight State Information.

[BibT_eX]

[DOI]

Ming Shi

CoRR, 2023

Generalization Performance of Transfer Learning: Overparameterized and Underparameterized Regimes.

[BibT_eX]

[DOI]

CoRR, 2023

Algorithm Design for Online Meta-Learning with Task Boundary Detection.

[BibT_eX]

[DOI]

CoRR, 2023

Pruning Before Training May Improve Generalization, Provably.

[BibT_eX]

[DOI]

CoRR, 2023

Convergence and Generalization of Wide Neural Networks with Large Bias.

[BibT_eX]

[DOI]

CoRR, 2023

Non-Convex Bilevel Optimization with Time-Varying Objective Functions.

[BibT_eX]

[DOI]

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

Provably Efficient Algorithm for Nonstationary Low-Rank MDPs.

[BibT_eX]

[DOI]

Yuan Cheng

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

A Near-Optimal Algorithm for Safe Reinforcement Learning Under Instantaneous Hard Constraints.

[BibT_eX]

[DOI]

Ming Shi

Proceedings of the International Conference on Machine Learning, 2023

Theory on Forgetting and Generalization of Continual Learning.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2023

Non-stationary Reinforcement Learning under General Function Approximation.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2023

Generalized-Smooth Nonconvex Optimization is As Efficient As Smooth Nonconvex Optimization.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Machine Learning, 2023

M-L2O: Towards Generalizable Learning-to-Optimize by Test-Time Fast Self-Adaptation.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Near-Optimal Adversarial Reinforcement Learning with Switching Costs.

[BibT_eX]

[DOI]

Ming Shi

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Theoretical Characterization of the Generalization Performance of Overfitted Meta-Learning.

[BibT_eX]

[DOI]

Peizhong Ju

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Safe Exploration Incurs Nearly No Additional Sample Complexity for Reward-Free RL.

[BibT_eX]

[DOI]

Ruiquan Huang

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Improved Sample Complexity for Reward-free Reinforcement Learning under Low-rank MDPs.

[BibT_eX]

[DOI]

Proceedings of the Eleventh International Conference on Learning Representations, 2023

Online Nonconvex Optimization with Limited Instantaneous Oracle Feedback.

[BibT_eX]

[DOI]

Proceedings of the Thirty Sixth Annual Conference on Learning Theory, 2023

Learning to Generalize Provably in Learning to Optimize.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

Global Convergence of Two-Timescale Actor-Critic for Solving Linear Quadratic Regulator.

[BibT_eX]

[DOI]

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

2022

Self-Secure Capacity-Achieving Feedback Schemes of Gaussian Multiple-Access Wiretap Channels With Degraded Message Sets.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2022

Understanding generalization error of SGD in nonconvex optimization.

[BibT_eX]

[DOI]

Mach. Learn., 2022

Theoretical Convergence of Multi-Step Model-Agnostic Meta-Learning.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2022

Provably Efficient Offline Reinforcement Learning with Trajectory-Wise Reward.

[BibT_eX]

[DOI]

CoRR, 2022

A Constrained Optimization Approach to Bilevel Optimization with Multiple Inner Minima.

[BibT_eX]

[DOI]

CoRR, 2022

Deterministic policy gradient: Convergence analysis.

[BibT_eX]

[DOI]

Proceedings of the Uncertainty in Artificial Intelligence, 2022

Data sampling affects the complexity of online SGD over dependent data.

[BibT_eX]

[DOI]

Proceedings of the Uncertainty in Artificial Intelligence, 2022

A Unifying Framework of Off-Policy General Value Function Evaluation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

On the Convergence Theory for Hessian-Free Bilevel Algorithms.

[BibT_eX]

[DOI]

Daouda Sow

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Will Bilevel Optimizers Benefit from Loops.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Provable Generalization of Overparameterized Meta-learning Trained with SGD.

[BibT_eX]

[DOI]

Yu Huang

Longbo Huang

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Provable Benefit of Multitask Representation Learning in Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Model-Based Offline Meta-Reinforcement Learning with Regularization.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

PER-ETD: A Polynomially Efficient Emphatic Temporal Difference Learning Method.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

Leveraging Synergies Between AI and Networking to Build Next Generation Edge Networks.

[BibT_eX]

[DOI]

Proceedings of the 8th IEEE International Conference on Collaboration and Internet Computing, 2022

2021

Understanding Estimation and Generalization Error of Generative Adversarial Networks.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2021

MR-GAN: Manifold Regularized Generative Adversarial Networks for Scientific Data.

[BibT_eX]

[DOI]

SIAM J. Math. Data Sci., 2021

ES-Based Jacobian Enables Faster Bilevel Optimization.

[BibT_eX]

[DOI]

Daouda Sow

CoRR, 2021

A Unified Off-Policy Evaluation Approach for General Value Function.

[BibT_eX]

[DOI]

CoRR, 2021

Finite-time theory for momentum Q-learning.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Seventh Conference on Uncertainty in Artificial Intelligence, 2021

Faster Non-asymptotic Convergence for Double Q-learning.

[BibT_eX]

[DOI]

Lin Zhao

Huaqing Xiong

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

Provably Faster Algorithms for Bilevel Optimization.

[BibT_eX]

[DOI]

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

Doubly Robust Off-Policy Actor-Critic: Convergence and Optimality.

[BibT_eX]

[DOI]

Proceedings of the 38th International Conference on Machine Learning, 2021

CRPO: A New Approach for Safe Reinforcement Learning with Convergence Guarantee.

[BibT_eX]

[DOI]

Guanghui Lan

Proceedings of the 38th International Conference on Machine Learning, 2021

Bilevel Optimization: Convergence Analysis and Enhanced Design.

[BibT_eX]

[DOI]

Proceedings of the 38th International Conference on Machine Learning, 2021

Proximal Gradient Descent-Ascent: Variable Convergence under KŁ Geometry.

[BibT_eX]

[DOI]

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

Sample Complexity Bounds for Two Timescale Value-based Reinforcement Learning Algorithms.

[BibT_eX]

[DOI]

Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021

When Will Generative Adversarial Imitation Learning Algorithms Attain Global Convergence.

[BibT_eX]

[DOI]

Proceedings of the 24th International Conference on Artificial Intelligence and Statistics, 2021

Non-asymptotic Convergence of Adam-type Reinforcement Learning Algorithms under Markovian Sampling.

[BibT_eX]

[DOI]

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

2020

Guaranteed Recovery of One-Hidden-Layer Neural Networks via Cross Entropy.

[BibT_eX]

[DOI]

Haoyu Fu

IEEE Trans. Signal Process., 2020

Impact of Action-Dependent State and Channel Feedback on Gaussian Wiretap Channels.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2020

Spectral Algorithms for Community Detection in Directed Networks.

[BibT_eX]

[DOI]

Pengsheng Ji

J. Mach. Learn. Res., 2020

Enhancing physical layer security via channel feedback: a survey.

[BibT_eX]

[DOI]

EURASIP J. Wirel. Commun. Netw., 2020

A Primal Approach to Constrained Policy Optimization: Global Optimality and Finite-Time Analysis.

[BibT_eX]

[DOI]

Guanghui Lan

CoRR, 2020

Provably Faster Algorithms for Bilevel Optimization and Applications to Meta-Learning.

[BibT_eX]

[DOI]

CoRR, 2020

Momentum Q-learning with Finite-Sample Convergence Guarantee.

[BibT_eX]

[DOI]

CoRR, 2020

Feedback Capacities of Gaussian Multiple-Access Wiretap Channels.

[BibT_eX]

[DOI]

CoRR, 2020

Enhanced First and Zeroth Order Variance Reduced Algorithms for Min-Max Optimization.

[BibT_eX]

[DOI]

CoRR, 2020

Non-asymptotic Convergence Analysis of Two Time-scale (Natural) Actor-Critic Algorithms.

[BibT_eX]

[DOI]

CoRR, 2020

Improving Sample Complexity Bounds for Actor-Critic Algorithms.

[BibT_eX]

[DOI]

CoRR, 2020

Multi-Step Model-Agnostic Meta-Learning: Convergence and Improved Algorithms.

[BibT_eX]

[DOI]

CoRR, 2020

Improving Sample Complexity Bounds for (Natural) Actor-Critic Algorithms.

[BibT_eX]

[DOI]

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

Finite-Time Analysis for Double Q-learning.

[BibT_eX]

[DOI]

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

Convergence of Meta-Learning with Task-Specific Adaptation over Partial Parameters.

[BibT_eX]

[DOI]

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

Feedback Capacity of Gaussian Multiple-Access Wiretap Channel with Degraded Message Sets.

[BibT_eX]

[DOI]

Proceedings of the IEEE Information Theory Workshop, 2020

On the Capacity of Gaussian Multiple-Access Wiretap Channels with Feedback.

[BibT_eX]

[DOI]

Proceedings of the International Symposium on Information Theory and Its Applications, 2020

Proximal Gradient Algorithm with Momentum and Flexible Parameter Restart for Nonconvex Optimization.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

Analysis of Q-learning with Adaptation and Momentum Restart for Gradient Descent.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

History-Gradient Aided Batch Size Adaptation for Variance Reduced Algorithms.

[BibT_eX]

[DOI]

Proceedings of the 37th International Conference on Machine Learning, 2020

Reanalysis of Variance Reduced Temporal Difference Learning.

[BibT_eX]

[DOI]

Proceedings of the 8th International Conference on Learning Representations, 2020

Robust Dynamic Spectrum Access in Adversarial Environments.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE International Conference on Communications, 2020

Robust Stochastic Bandit Algorithms under Probabilistic Unbounded Adversarial Attack.

[BibT_eX]

[DOI]

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

2019

K-Medoids Clustering of Data Sequences With Composite Distributions.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2019

State-Dependent Interference Channel With Correlated States.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2019

Secrecy Capacity of Colored Gaussian Noise Channels With Feedback.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2019

A note on inexact gradient and Hessian conditions for cubic regularized Newton's method.

[BibT_eX]

[DOI]

Oper. Res. Lett., 2019

MIMO Gaussian State-Dependent Channels with a State-Cognitive Helper.

[BibT_eX]

[DOI]

Michael Dikshtein

Entropy, 2019

Faster Stochastic Algorithms via History-Gradient Aided Batch Size Adaptation.

[BibT_eX]

[DOI]

CoRR, 2019

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

[BibT_eX]

[DOI]

CoRR, 2019

A simple convergence analysis of Bregman proximal gradient algorithm.

[BibT_eX]

[DOI]

Lixin Shen

Comput. Optim. Appl., 2019

Cubic Regularization with Momentum for Nonconvex Optimization.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fifth Conference on Uncertainty in Artificial Intelligence, 2019

Finite-Sample Analysis for SARSA with Linear Function Approximation.

[BibT_eX]

[DOI]

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]

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

SpiderBoost and Momentum: Faster Variance Reduction Algorithms.

[BibT_eX]

[DOI]

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

Local Geometry of Cross Entropy Loss in Learning One-Hidden-Layer Neural Networks.

[BibT_eX]

[DOI]

Haoyu Fu

Proceedings of the IEEE International Symposium on Information Theory, 2019

The Dirty Paper Wiretap Feedback Channel with or without Action on the State.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2019

Improved Zeroth-Order Variance Reduced Algorithms and Analysis for Nonconvex Optimization.

[BibT_eX]

[DOI]

Proceedings of the 36th International Conference on Machine Learning, 2019

SGD Converges to Global Minimum in Deep Learning via Star-convex Path.

[BibT_eX]

[DOI]

Proceedings of the 7th International Conference on Learning Representations, 2019

Distributed SGD Generalizes Well Under Asynchrony.

[BibT_eX]

[DOI]

Proceedings of the 57th Annual Allerton Conference on Communication, 2019

Stochastic Variance-Reduced Cubic Regularization for Nonconvex Optimization.

[BibT_eX]

[DOI]

Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019

2018

Data-Driven Nonparametric Existence and Association Problems.

[BibT_eX]

[DOI]

Yixian Liu

Shuguang Cui

IEEE Trans. Signal Process., 2018

Degraded Broadcast Channel With Secrecy Outside a Bounded Range.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2018

Median-Truncated Nonconvex Approach for Phase Retrieval With Outliers.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2018

State-Dependent Gaussian Multiple Access Channels: New Outer Bounds and Capacity Results.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2018

Estimation of KL Divergence: Optimal Minimax Rate.

[BibT_eX]

[DOI]

Yuheng Bu

IEEE Trans. Inf. Theory, 2018

Nonparametric Composite Hypothesis Testing in an Asymptotic Regime.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2018

Distributed Proximal Gradient Algorithm for Partially Asynchronous Computer Clusters.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2018

MR-GAN: Manifold Regularized Generative Adversarial Networks.

[BibT_eX]

[DOI]

CoRR, 2018

SpiderBoost: A Class of Faster Variance-reduced Algorithms for Nonconvex Optimization.

[BibT_eX]

[DOI]

CoRR, 2018

A Note on Inexact Condition for Cubic Regularized Newton's Method.

[BibT_eX]

[DOI]

CoRR, 2018

Parallel Gaussian Channels Corrupted by Independent States With a State-Cognitive Helper.

[BibT_eX]

[DOI]

CoRR, 2018

Convergence of SGD in Learning ReLU Models with Separable Data.

[BibT_eX]

[DOI]

CoRR, 2018

Sample Complexity of Stochastic Variance-Reduced Cubic Regularization for Nonconvex Optimization.

[BibT_eX]

[DOI]

CoRR, 2018

Generalization Error Bounds with Probabilistic Guarantee for SGD in Nonconvex Optimization.

[BibT_eX]

[DOI]

CoRR, 2018

Local Geometry of One-Hidden-Layer Neural Networks for Logistic Regression.

[BibT_eX]

[DOI]

Haoyu Fu

CoRR, 2018

Convergence of Cubic Regularization for Nonconvex Optimization under KL Property.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Minimax Estimation of Neural Net Distance.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

A Coding Scheme for Colored Gaussian Wiretap Channels with Feedback.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018

Critical Points of Linear Neural Networks: Analytical Forms and Landscape Properties.

[BibT_eX]

[DOI]

Proceedings of the 6th International Conference on Learning Representations, 2018

Exponentially Consistent K-Means Clustering Algorithm Based on Kolmogrov-Smirnov Test.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Data-Driven Nonparametric Hypothesis Testing.

[BibT_eX]

[DOI]

Yixian Liu

Shuguang Cui

Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Clustering under composite generative models.

[BibT_eX]

[DOI]

Proceedings of the 52nd Annual Conference on Information Sciences and Systems, 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]

IEEE Trans. Signal Process., 2017

Multi-Key Generation Over a Cellular Model With a Helper.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2017

On the Sum-Rate Capacity of Poisson MISO Multiple Access Channels.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2017

Sum-Rate Capacity of Poisson MIMO Multiple-Access Channels.

[BibT_eX]

[DOI]

IEEE Trans. Commun., 2017

A Nonconvex Approach for Phase Retrieval: Reshaped Wirtinger Flow and Incremental Algorithms.

[BibT_eX]

[DOI]

J. Mach. Learn. Res., 2017

Critical Points of Neural Networks: Analytical Forms and Landscape Properties.

[BibT_eX]

[DOI]

CoRR, 2017

Characterization of Gradient Dominance and Regularity Conditions for Neural Networks.

[BibT_eX]

[DOI]

CoRR, 2017

Nonconvex Low-Rank Matrix Recovery with Arbitrary Outliers via Median-Truncated Gradient Descent.

[BibT_eX]

[DOI]

CoRR, 2017

State-dependent Z-interference channel with correlated states.

[BibT_eX]

[DOI]

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

Secrecy capacity of the first-order autoregressive moving average Gaussian channel with feedback.

[BibT_eX]

[DOI]

Chong Li

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

Outer bounds for Gaussian multiple access channels with state known at one encoder.

[BibT_eX]

[DOI]

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

Convergence Analysis of Proximal Gradient with Momentum for Nonconvex Optimization.

[BibT_eX]

[DOI]

Proceedings of the 34th International Conference on Machine Learning, 2017

Demixing sparse signals via convex optimization.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Gaussian fading channel with secrecy outside a bounded range.

[BibT_eX]

[DOI]

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

2016

Nonparametric Decentralized Detection and Sparse Sensor Selection Via Weighted Kernel.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2016

Capacity Characterization for State-Dependent Gaussian Channel With a Helper.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2016

State-Dependent Gaussian Interference Channels: Can State Be Fully Canceled?

[BibT_eX]

[DOI]

Shlomo Shamai Shitz

IEEE Trans. Inf. Theory, 2016

Reshaped Wirtinger Flow for Solving Quadratic Systems of Equations.

[BibT_eX]

[DOI]

CoRR, 2016

Reshaped Wirtinger Flow for Solving Quadratic System of Equations.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

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

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE Information Theory Workshop, 2016

Helper-assisted state cancelation for multiple access channels.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2016

Estimation of KL divergence between large-alphabet distributions.

[BibT_eX]

[DOI]

Yuheng Bu

Proceedings of the IEEE International Symposium on Information Theory, 2016

On the sum-rate capacity of non-symmetric Poisson multiple access channel.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2016

Provable Non-convex Phase Retrieval with Outliers: Median TruncatedWirtinger Flow.

[BibT_eX]

[DOI]

Proceedings of the 33nd International Conference on Machine Learning, 2016

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

[BibT_eX]

[DOI]

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Universal outlying sequence detection for continuous observations.

[BibT_eX]

[DOI]

Yuheng Bu

Proceedings of the 2016 IEEE International Conference on Acoustics, 2016

Geometrical properties and accelerated gradient solvers of non-convex phase retrieval.

[BibT_eX]

[DOI]

Proceedings of the 54th Annual Allerton Conference on Communication, 2016

On Compressive orthonormal Sensing.

[BibT_eX]

[DOI]

Proceedings of the 54th Annual Allerton Conference on Communication, 2016

On Convergence of Model Parallel Proximal Gradient Algorithm for Stale Synchronous Parallel System.

[BibT_eX]

[DOI]

Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, 2016

Nonparametric composite outlier detection.

[BibT_eX]

[DOI]

Proceedings of the 50th Asilomar Conference on Signals, Systems and Computers, 2016

2015

An Information Theoretic Approach to Secret Sharing.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2015

Collective Support Recovery for Multi-Design Multi-Response Linear Regression.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2015

On the Capacity Bounds for Poisson Interference Channels.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2015

State-Dependent Parallel Gaussian Networks With a Common State-Cognitive Helper.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2015

Bounds and Capacity Theorems for Cognitive Interference Channels With State.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2015

Optimal Power Allocation for Poisson Channels With Time-Varying Background Light.

[BibT_eX]

[DOI]

Ain Ul Aisha

IEEE Trans. Commun., 2015

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

[BibT_eX]

[DOI]

Proc. IEEE, 2015

Secure Communications via Physical-Layer and Information-Theoretic Techniques [Scanning the Issue].

[BibT_eX]

[DOI]

Proc. IEEE, 2015

Analysis of Robust PCA via Local Incoherence.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 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

Two-key generation for a cellular model with a helper.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2015

Secret key capacity: Talk or keep silent?

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2015

State-dependent Gaussian Z-interference channel: Capacity results.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2015

Sequential parallel LASSO models for eQTL analysis.

[BibT_eX]

[DOI]

Proceedings of the 6th ACM Conference on Bioinformatics, 2015

2014

The Capacity Region of the Source-Type Model for Secret Key and Private Key Generation.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2014

A Broadcast Approach for Fading Wiretap Channels.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2014

Nonparametric Detection of Anomalous Data via Kernel Mean Embedding.

[BibT_eX]

[DOI]

CoRR, 2014

Parallel Gaussian Networks with a Common State-Cognitive Helper.

[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]

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

Sparse sensor selection for nonparametric decentralized detection via L1 regularization.

[BibT_eX]

[DOI]

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

Key capacity region for a cellular source model.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Information Theory Workshop, 2014

Dirty interference cancellation for Gaussian broadcast channels.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE Information Theory Workshop, 2014

Dirty interference cancelation for multiple access channels.

[BibT_eX]

[DOI]

Proceedings of the International Symposium on Information Theory and its Applications, 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

Secret key-private key generation over three terminals: Capacity region.

[BibT_eX]

[DOI]

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

State-dependent parallel Gaussian channels with a common helper in high power regime.

[BibT_eX]

[DOI]

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

On fading poisson channels with varying noise levels.

[BibT_eX]

[DOI]

Ain Ul Aisha

Proceedings of the 48th Annual Conference on Information Sciences and Systems, 2014

Unsupervised nonparametric anomaly detection: A kernel method.

[BibT_eX]

[DOI]

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

Helper-assisted asymmetric two key generation.

[BibT_eX]

[DOI]

Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014

2013

Sharp Threshold for Multivariate Multi-Response Linear Regression via Block Regularized Lasso.

[BibT_eX]

[DOI]

CoRR, 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

State-dependent Gaussian Z-channel with mismatched side-information and interference.

[BibT_eX]

[DOI]

Ashish Khisti

Proceedings of the 2013 IEEE Information Theory Workshop, 2013

Multiple access channel with state uncertainty at transmitters.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Symposium on Information Theory, 2013

On the capacity region of Gaussian interference channels with state.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Symposium on Information Theory, 2013

Block Regularized Lasso for Multivariate Multi-Response Linear Regression.

[BibT_eX]

[DOI]

Proceedings of the Sixteenth International Conference on Artificial Intelligence and Statistics, 2013

2012

A Unified Framework for Key Agreement Over Wireless Fading Channels.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Forensics Secur., 2012

Cooperative Key Generation in Wireless Networks.

[BibT_eX]

[DOI]

Wenliang Du

IEEE J. Sel. Areas Commun., 2012

Special issue on physical-layer security.

[BibT_eX]

[DOI]

J. Commun. Networks, 2012

Broadcasting over fading wiretap channels.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Symposium on Information Theory, 2012

Nonparametric decentralized detection based on weighted count kernel.

[BibT_eX]

[DOI]

Jiayao Hu

Proceedings of the 2012 IEEE International Symposium on Information Theory, 2012

Gaussian cognitive interference channels with state.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Symposium on Information Theory, 2012

2011

Fading Multiple Access Relay Channels: Achievable Rates and Opportunistic Scheduling.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2011

Fading Cognitive Multiple-Access Channels With Confidential Messages.

[BibT_eX]

[DOI]

Ruoheng Liu

IEEE Trans. Inf. Theory, 2011

Secrecy Throughput of MANETs Under Passive and Active Attacks.

[BibT_eX]

[DOI]

Lei Ying

IEEE Trans. Inf. Theory, 2011

On the Equivalence of Two Achievable Regions for the Broadcast Channel.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2011

Secure Communications Over Wireless Broadcast Networks: Stability and Utility Maximization.

[BibT_eX]

[DOI]

Lei Ying

IEEE Trans. Inf. Forensics Secur., 2011

Distributed Cognitive Radio Network Management via Algorithms in Probabilistic Graphical Models.

[BibT_eX]

[DOI]

John Halloran

IEEE J. Sel. Areas Commun., 2011

Secret sharing via noisy broadcast channels.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Symposium on Information Theory Proceedings, 2011

PHY-based cooperative key generation in wireless networks.

[BibT_eX]

[DOI]

Wenliang Du

Proceedings of the 49th Annual Allerton Conference on Communication, 2011

Nonparametric decision making based on tree-structured information aggregation.

[BibT_eX]

[DOI]

Jiayao Hu

Proceedings of the 49th Annual Allerton Conference on Communication, 2011

Capacity bounds for a class of cognitive interference channels with state.

[BibT_eX]

[DOI]

Proceedings of the 49th Annual Allerton Conference on Communication, 2011

2010

Optimality of beamforming for MIMO multiple access channels via virtual representation.

[BibT_eX]

[DOI]

Hong Wan

Rong-Rong Chen

IEEE Trans. Signal Process., 2010

Multiple-Input Multiple-Output Gaussian Broadcast Channels With Common and Confidential Messages.

[BibT_eX]

[DOI]

Hung D. Ly

Tie Liu

IEEE Trans. Inf. Theory, 2010

On the capacity region of the Poisson interference channels.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2010

Key agreement over wireless fading channels with an active attacker.

[BibT_eX]

[DOI]

Proceedings of the 48th Annual Allerton Conference on Communication, 2010

2009

Capacity of Cognitive Interference Channels With and Without Secrecy.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2009

Physical layer security in broadcast networks.

[BibT_eX]

[DOI]

Secur. Commun. Networks, 2009

Information Theoretic Security.

[BibT_eX]

[DOI]

Found. Trends Commun. Inf. Theory, 2009

Compound Wiretap Channels.

[BibT_eX]

[DOI]

EURASIP J. Wirel. Commun. Netw., 2009

Outer Bounds on the Admissible Source Region for Broadcast Channels with Dependent Sources

[BibT_eX]

[DOI]

CoRR, 2009

Opportunistic Communications in Fading Multiaccess Relay Channels

[BibT_eX]

[DOI]

CoRR, 2009

Secrecy throughput of MANETs with malicious nodes.

[BibT_eX]

[DOI]

Lei Ying

Proceedings of the IEEE International Symposium on Information Theory, 2009

On the compound MIMO broadcast channels with confidential messages.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2009

Distributed algorithm for collaborative detection in cognitive radio networks.

[BibT_eX]

[DOI]

John Halloran

Proceedings of the 47th Annual Allerton Conference on Communication, 2009

2008

Secure Communication Over Fading Channels.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2008

Multiple-Access Channels With Confidential Messages.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2008

Nested codes for secure transmission.

[BibT_eX]

[DOI]

Proceedings of the IEEE 19th International Symposium on Personal, 2008

Recent results on compound wire-tap channels.

[BibT_eX]

[DOI]

Proceedings of the IEEE 19th International Symposium on Personal, 2008

Capacity outer bounds for broadcast channels.

[BibT_eX]

[DOI]

Proceedings of the 2008 IEEE Information Theory Workshop, 2008

Optimality of beamforming in MIMO multi-access channels via virtual representation.

[BibT_eX]

[DOI]

Hong Wan

Rong-Rong Chen

Proceedings of the 2008 IEEE International Symposium on Information Theory, 2008

Equivalence of two inner bounds on the capacity region of the broadcast channel.

[BibT_eX]

[DOI]

Proceedings of the 46th Annual Allerton Conference on Communication, 2008

Session MA3a: Relaying and cooperation I.

[BibT_eX]

[DOI]

Proceedings of the 42nd Asilomar Conference on Signals, Systems and Computers, 2008

2007

Resource Allocation for Wireless Fading Relay Channels: Max-Min Solution.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2007

Cooperative Relay Broadcast Channels.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2007

Rate Regions for Relay Broadcast Channels.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2007

Information-Theoretic Security in Wireless Networks

[BibT_eX]

[DOI]

CoRR, 2007

Cognitive Interference Channels with Confidential Messages

[BibT_eX]

[DOI]

CoRR, 2007

Secure Communications over Fading Channels

[BibT_eX]

[DOI]

CoRR, 2007

Secrecy Capacity Region of Binary and Gaussian Multiple Access Channels

[BibT_eX]

[DOI]

CoRR, 2007

Secure Nested Codes for Type II Wiretap Channels

[BibT_eX]

[DOI]

CoRR, 2007

Secrecy Capacity of Semi-deterministic Wire-tap Channels.

[BibT_eX]

[DOI]

Proceedings of the IEEE Information Theory Workshop on Information Theory for Wireless Networks, 2007

Opportunistic Communications in an Orthogonal Multiaccess Relay Channel.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2007

Secrecy Capacity Region of Fading Broadcast Channels.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2007

2006

The Generalized Multiple Access Channel with Confidential Messages

[BibT_eX]

[DOI]

CoRR, 2006

Generalized Multiple Access Channels with Confidential Messages.

[BibT_eX]

[DOI]

Proceedings of the Proceedings 2006 IEEE International Symposium on Information Theory, 2006

Capacity Theorems for Cooperative Relay Broadcast Channels.

[BibT_eX]

[DOI]

Proceedings of the 40th Annual Conference on Information Sciences and Systems, 2006

2005

Multiuser Communications With Relaying and User Cooperation

[BibT_eX]

[DOI]

PhD thesis, 2005

Correlated MIMO wireless channels: capacity, optimal signaling, and asymptotics.

[BibT_eX]

[DOI]

Akbar M. Sayeed

IEEE Trans. Inf. Theory, 2005

Gaussian Orthogonal Relay Channels: Optimal Resource Allocation and Capacity.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2005

2004

Capacity of noncoherent time-selective Rayleigh-fading channels.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2004

The impact of relaying on the capacity of broadcast channels.

[BibT_eX]

[DOI]