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We train embodied agents to play Visual Hide and Seek where a prey must navigate in a simulated environment in order to avoid capture from a predator. We place a variety of obstacles in the environment for the prey to hide behind, and we…

人工智能 · 计算机科学 2019-10-18 Boyuan Chen , Shuran Song , Hod Lipson , Carl Vondrick

One of the main tasks of cybersecurity is recognizing malicious interactions with an arbitrary system. Currently, the logging information from each interaction can be collected in almost unrestricted amounts, but identification of attacks…

密码学与安全 · 计算机科学 2019-07-02 Linara Adilova , Livin Natious , Siming Chen , Olivier Thonnard , Michael Kamp

When investing in cyber security resources, information security managers have to follow effective decision-making strategies. We refer to this as the cyber security investment challenge. In this paper, we consider three possible…

计算机科学与博弈论 · 计算机科学 2015-02-20 Andrew Fielder , Emmanouil Panaousis , Pasquale Malacaria , Chris Hankin , Fabrizio Smeraldi

Despite recent progress in artificial intelligence and machine learning, many state-of-the-art methods suffer from a lack of explainability and transparency. The ability to interpret the predictions made by machine learning models and…

机器学习 · 计算机科学 2021-11-10 Zihan Wang , Jialin Lu , Oliver Snow , Martin Ester

Despite the fact that cyberattacks are constantly growing in complexity, the research community still lacks effective tools to easily monitor and understand them. In particular, there is a need for techniques that are able to not only track…

密码学与安全 · 计算机科学 2019-05-30 Yun Shen , Gianluca Stringhini

The increasing pervasiveness of internet-connected systems means that such systems will continue to be exploited for criminal purposes by cybercriminals (including malicious insiders such as employees and vendors). The importance of…

密码学与安全 · 计算机科学 2017-06-27 Lek Christopher , Kim-Kwang Raymond Choo , Ali Dehghantanha

The ability to accurately predict cyber-attacks would enable organizations to mitigate their growing threat and avert the financial losses and disruptions they cause. But how predictable are cyber-attacks? Researchers have attempted to…

密码学与安全 · 计算机科学 2020-04-10 Nazgol Tavabi , Andrés Abeliuk , Negar Mokhberian , Jeremy Abramson , Kristina Lerman

This paper describes the design process for the cybersecurity serious game 'PeriHack'. Publicly released under a CC (BY-NC-SA) license, PeriHack is a board and card game for two players or teams that simulates the struggle between a red…

密码学与安全 · 计算机科学 2022-08-02 Roberto Dillon , Arushi

As data visualization gains popularity and projects become more interdisciplinary, there is a growing need for methods that foster creative collaboration and inform diverse audiences about data visualisation. In this paper, we introduce…

人机交互 · 计算机科学 2024-09-13 Damla Çay , Mary Karyda , Kitti Butter

Identifying the actual adversarial threat against a system vulnerability has been a long-standing challenge for cybersecurity research. To determine an optimal strategy for the defender, game-theoretic based decision models have been widely…

计算机科学与博弈论 · 计算机科学 2022-11-11 Siddhant Bhambri , Purv Chauhan , Frederico Araujo , Adam Doupé , Subbarao Kambhampati

Behavior Cloning (BC) is a popular framework for training sequential decision policies from expert demonstrations via supervised learning. As these policies are increasingly being deployed in the real world, their robustness and potential…

机器学习 · 计算机科学 2025-11-27 Akansha Kalra , Soumil Datta , Ethan Gilmore , Duc La , Guanhong Tao , Daniel S. Brown

The growing cybersecurity threats make it essential to use high-quality data to train Machine Learning (ML) models for network traffic analysis, without noisy or missing data. By selecting the most relevant features for cyber-attack…

密码学与安全 · 计算机科学 2024-07-09 João Vitorino , Miguel Silva , Eva Maia , Isabel Praça

Cybersecurity of industrial control system is a very complex and challenging research topic, due to the integration of these systems in national critical infrastructures. The control systems are now interconnected in industrial networks and…

密码学与安全 · 计算机科学 2019-12-03 Emil Pricop , Sanda Florentina Mihalache

As AI advances, broader consensus is needed to determine research priorities. This endeavor discusses offensive AI and provides guidance by leveraging Sustainable Development Goals (SDGs) and interpretability techniques. The objective is to…

人工智能 · 计算机科学 2025-04-08 Ryan Marinelli

Attributing the culprit of a cyber-attack is widely considered one of the major technical and policy challenges of cyber-security. The lack of ground truth for an individual responsible for a given attack has limited previous studies. Here,…

密码学与安全 · 计算机科学 2015-07-08 Eric Nunes , Nimish Kulkarni , Paulo Shakarian , Andrew Ruef , Jay Little

Adversarial lateral movement via compromised accounts remains difficult to discover via traditional rule-based defenses because it generally lacks explicit indicators of compromise. We propose a behavior-based, unsupervised framework…

密码学与安全 · 计算机科学 2021-08-06 Brian A. Powell

We consider the problem of finding decentralized strategies for multi-agent perimeter defense games. In this work, we design a graph neural network-based learning framework to learn a mapping from defenders' local perceptions and the…

多智能体系统 · 计算机科学 2022-11-04 Elijah S. Lee , Lifeng Zhou , Alejandro Ribeiro , Vijay Kumar

Fencing is a sport that relies heavily on the use of tactics. However, most existing methods for analyzing fencing data are based on statistical models in which hidden patterns are difficult to discover. Unlike sequential games, such as…

人机交互 · 计算机科学 2020-11-04 Mingdong Zhang , Li Chen , Xiaoru Yuan , Renpei Huang , Shuang Liu , Junhai Yong

Awareness of cybersecurity topics facilitates software developers to produce secure code. This awareness is especially important in industrial environments for the products and services in critical infrastructures. In this work, we address…

软件工程 · 计算机科学 2021-02-11 Tiago Espinha Gasiba , Ulrike Lechner , Maria Pinto-Albuquerque

Federated Learning (FL) has been recently receiving increasing consideration from the cybersecurity community as a way to collaboratively train deep learning models with distributed profiles of cyber threats, with no disclosure of training…

密码学与安全 · 计算机科学 2023-11-21 Roberto Doriguzzi-Corin , Domenico Siracusa