Search Results for author: Yunian Pan

Found 4 papers, 0 papers with code

Model-Agnostic Zeroth-Order Policy Optimization for Meta-Learning of Ergodic Linear Quadratic Regulators

no code implementations27 May 2024 Yunian Pan, Quanyan Zhu

Meta-learning has been proposed as a promising machine learning topic in recent years, with important applications to image classification, robotics, computer games, and control systems.

A First Order Meta Stackelberg Method for Robust Federated Learning

no code implementations23 Jun 2023 Yunian Pan, Tao Li, Henger Li, Tianyi Xu, Zizhan Zheng, Quanyan Zhu

Previous research has shown that federated learning (FL) systems are exposed to an array of security risks.

Federated Learning Meta-Learning +1

Is Stochastic Mirror Descent Vulnerable to Adversarial Delay Attacks? A Traffic Assignment Resilience Study

no code implementations3 Apr 2023 Yunian Pan, Tao Li, Quanyan Zhu

\textit{Intelligent Navigation Systems} (INS) are exposed to an increasing number of informational attack vectors, which often intercept through the communication channels between the INS and the transportation network during the data collecting process.

On the Resilience of Traffic Networks under Non-Equilibrium Learning

no code implementations6 Oct 2022 Yunian Pan, Tao Li, Quanyan Zhu

We investigate the resilience of learning-based \textit{Intelligent Navigation Systems} (INS) to informational flow attacks, which exploit the vulnerabilities of IT infrastructure and manipulate traffic condition data.

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