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08/29/2022
Understanding the Limits of Poisoning Attacks in Episodic Reinforcement Learning
To understand the security threats to reinforcement learning (RL) algori...
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02/15/2021
Secure-UCB: Saving Stochastic Bandits from Poisoning Attacks via Limited Data Verification
This paper studies bandit algorithms under data poisoning attacks in a b...
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01/05/2021
Sequential Choice Bandits with Feedback for Personalizing users' experience
In this work, we study sequential choice bandits with feedback. We propo...
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12/29/2020
Control Barriers in Bayesian Learning of System Dynamics
This paper focuses on learning a model of system dynamics online while s...
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11/21/2020
Learning-based attacks in Cyber-Physical Systems: Exploration, Detection, and Control Cost trade-offs
We study the problem of learning-based attacks in linear systems, where ...
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12/20/2019
Probabilistic Safety Constraints for Learned High Relative Degree System Dynamics
This paper focuses on learning a model of system dynamics online while s...
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06/10/2019
Associative Convolutional Layers
Motivated by the necessity for parameter efficiency in distributed machi...
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04/26/2019
Towards a Non-Stochastic Information Theory
The δ-mutual information between uncertain variables is introduced as a ...
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04/10/2019
Theory and implementation of event-triggered stabilization over digital channels
In the context of event-triggered control, the timing of the triggering ...
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10/23/2018
Online learning with feedback graphs and switching costs
We study online learning when partial feedback information is provided f...
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10/23/2018
Unifying the stochastic and the adversarial Bandits with Knapsack
This paper investigates the adversarial Bandits with Knapsack (BwK) onli...
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09/17/2018
Authentication of cyber-physical systems under learning-based attacks
The problem of attacking and authenticating cyber-physical systems is co...
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09/12/2018
Distributed Chernoff Test: Optimal decision systems over networks
In this work, we propose two different sequential and adaptive hypothesi...
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05/05/2018
Event-triggering stabilization of real and complex linear systems with disturbances over digital channels
In the same way that subsequent pauses in spoken language are used to co...
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04/01/2018
Evolution and Steady State of a Long-Range Two-Dimensional Schelling-Type Spin System
We consider a long-range interacting particle system in which binary par...
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04/01/2018
Evolution and Steady State of a Long-Range Two-Dimensional Schelling Spin System
We consider a long-range interacting particle system in which binary par...
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04/01/2018
Stabilizing a linear system using phone calls
We consider the problem of stabilizing an undisturbed, scalar, linear sy...
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01/26/2018