Search Results for author: Thanh H. Nguyen

Found 3 papers, 0 papers with code

Imitating Opponent to Win: Adversarial Policy Imitation Learning in Two-player Competitive Games

no code implementations30 Oct 2022 The Viet Bui, Tien Mai, Thanh H. Nguyen

The core idea of our new algorithm is to create a new imitator to imitate the victim agent's policy while the adversarial policy will be trained not only based on interactions with the victim agent but also based on feedback from the imitator to forecast victim's intention.

Imitation Learning Reinforcement Learning (RL)

The Art of Manipulation: Threat of Multi-Step Manipulative Attacks in Security Games

no code implementations27 Feb 2022 Thanh H. Nguyen, Arunesh Sinha

This paper studies the problem of multi-step manipulative attacks in Stackelberg security games, in which a clever attacker attempts to orchestrate its attacks over multiple time steps to mislead the defender's learning of the attacker's behavior.

Algorithmic Information Design in Multi-Player Games: Possibility and Limits in Singleton Congestion

no code implementations25 Sep 2021 Chenghan Zhou, Thanh H. Nguyen, Haifeng Xu

This paper initiates the algorithmic information design of both \emph{public} and \emph{private} signaling in a fundamental class of games with negative externalities, i. e., singleton congestion games, with wide application in today's digital economy, machine scheduling, routing, etc.

Scheduling

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