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As large language models (LLMs) grow more capable, concerns about their safe deployment have also grown. Although alignment mechanisms have been introduced to deter misuse, they remain vulnerable to carefully designed adversarial prompts.…

计算与语言 · 计算机科学 2025-08-19 Xinbo Wu , Abhishek Umrawal , Lav R. Varshney

Data poisoning attacks, in which a malicious adversary aims to influence a model by injecting "poisoned" data into the training process, have attracted significant recent attention. In this work, we take a closer look at existing poisoning…

机器学习 · 计算机科学 2024-02-16 Yiwei Lu , Gautam Kamath , Yaoliang Yu

We address a practical problem ubiquitous in modern marketing campaigns, in which a central agent tries to learn a policy for allocating strategic financial incentives to customers and observes only bandit feedback. In contrast to…

机器学习 · 统计学 2019-11-12 Romain Lopez , Chenchen Li , Xiang Yan , Junwu Xiong , Michael I. Jordan , Yuan Qi , Le Song

We consider imperfect information stochastic games where we require the players to use pure (i.e. non randomised) strategies. We consider reachability, safety, B\"uchi and co-B\"uchi objectives, and investigate the existence of…

形式语言与自动机理论 · 计算机科学 2018-03-28 Arnaud Carayol , Christof Löding , Olivier Serre

Most algorithmic studies on multi-agent information design so far have focused on the restricted situation with no inter-agent externalities; a few exceptions investigated truly strategic games such as zero-sum games and second-price…

计算机科学与博弈论 · 计算机科学 2022-09-07 Chenghan Zhou , Thanh H. Nguyen , Haifeng Xu

We motivate and propose a new model for non-cooperative Markov game which considers the interactions of risk-aware players. This model characterizes the time-consistent dynamic "risk" from both stochastic state transitions (inherent to the…

计算机科学与博弈论 · 计算机科学 2019-11-22 Wenjie Huang , Pham Viet Hai , William B. Haskell

The paper addresses the problem of computing maximal conditional expected accumulated rewards until reaching a target state (briefly called maximal conditional expectations) in finite-state Markov decision processes where the condition is…

计算机科学中的逻辑 · 计算机科学 2023-03-07 Christel Baier , Joachim Klein , Sascha Klüppelholz , Sascha Wunderlich

Reinforcement learning agents are prone to undesired behaviors due to reward mis-specification. Finding a set of reward functions to properly guide agent behaviors is particularly challenging in multi-agent scenarios. Inverse reinforcement…

机器学习 · 计算机科学 2019-08-01 Lantao Yu , Jiaming Song , Stefano Ermon

The adoption of reinforcement learning for critical infrastructure defense introduces a vulnerability where sophisticated attackers can strategically exploit the defense algorithm's learning dynamics. While prior work addresses this…

计算机科学与博弈论 · 计算机科学 2025-12-05 Yuksel Arslantas , Ahmed Said Donmez , Ege Yuceel , Muhammed O. Sayin

Dynamic game theory is an increasingly popular tool for modeling multi-agent, e.g. human-robot, interactions. Game-theoretic models presume that each agent wishes to minimize a private cost function that depends on others' actions. These…

机器人学 · 计算机科学 2025-10-17 Cade Armstrong , Ryan Park , Xinjie Liu , Kushagra Gupta , David Fridovich-Keil

Security challenges accompany the efficiency. The pervasive integration of information and communications technologies (ICTs) makes cyber-physical systems vulnerable to targeted attacks that are deceptive, persistent, adaptive and…

计算机科学与博弈论 · 计算机科学 2018-09-11 Linan Huang , Quanyan Zhu

The spread of disinformation on social platforms is harmful to society. This harm may manifest as a gradual degradation of public discourse; but it can also take the form of sudden dramatic events such as the 2021 insurrection on Capitol…

计算机科学与博弈论 · 计算机科学 2022-06-28 Shehroze Khan , James R. Wright

This paper develops a novel econometric framework for static discrete choice games with costly information acquisition. In traditional discrete games, players are assumed to perfectly know their own payoffs when making decisions, ignoring…

计量经济学 · 经济学 2025-10-23 Youngjae Jeong

We consider the task of estimating a structural model of dynamic decisions by a human agent based upon the observable history of implemented actions and visited states. This problem has an inherent nested structure: in the inner problem, an…

机器学习 · 计算机科学 2024-03-04 Siliang Zeng , Mingyi Hong , Alfredo Garcia

Social media is one of the main sources for news consumption, especially among the younger generation. With the increasing popularity of news consumption on various social media platforms, there has been a surge of misinformation which…

社会与信息网络 · 计算机科学 2023-05-01 Haoran Wang , Yingtong Dou , Canyu Chen , Lichao Sun , Philip S. Yu , Kai Shu

We study the problem of implementing equilibria of complete information games in settings of incomplete information, and address this problem using "recommender mechanisms." A recommender mechanism is one that does not have the power to…

计算机科学与博弈论 · 计算机科学 2015-12-11 Michael Kearns , Mallesh M. Pai , Aaron Roth , Jonathan Ullman

We study an information-structure design problem (a.k.a. persuasion) with a single sender and multiple receivers with actions of a priori unknown types, independently drawn from action-specific marginal distributions. As in the standard…

人工智能 · 计算机科学 2019-08-05 Andrea Celli , Stefano Coniglio , Nicola Gatti

We study the problem of designing mechanisms for \emph{information acquisition} scenarios. This setting models strategic interactions between an uniformed \emph{receiver} and a set of informed \emph{senders}. In our model the senders…

计算机科学与博弈论 · 计算机科学 2023-06-13 Federico Cacciamani , Matteo Castiglioni , Nicola Gatti

We model the risk posed by a malicious cyber-attacker seeking to induce grid insecurity by means of a load redistribution attack, while explicitly acknowledging that such an actor would plausibly base its decision strategy on imperfect…

密码学与安全 · 计算机科学 2021-10-04 Efthymios Karangelos , Louis Wehenkel

This study investigates the relationship between resilience of control systems to attacks and the information available to malicious attackers. Specifically, it is shown that control systems are guaranteed to be secure in an asymptotic…

系统与控制 · 电气工程与系统科学 2020-03-27 Hampei Sasahara , Serkan Saritas , Henrik Sandberg
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