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Computer network defence is a complicated task that has necessitated a high degree of human involvement. However, with recent advancements in machine learning, fully autonomous network defence is becoming increasingly plausible. This paper…

Cryptography and Security · Computer Science 2023-06-16 Myles Foley , Mia Wang , Zoe M , Chris Hicks , Vasilios Mavroudis

Modern recommendation systems ought to benefit by probing for and learning from delayed feedback. Research has tended to focus on learning from a user's response to a single recommendation. Such work, which leverages methods of supervised…

Information Retrieval · Computer Science 2023-08-01 Zheqing Zhu , Benjamin Van Roy

Development of autonomous cyber system defense strategies and action recommendations in the real-world is challenging, and includes characterizing system state uncertainties and attack-defense dynamics. We propose a data-driven deep…

Machine Learning · Computer Science 2023-02-06 Ashutosh Dutta , Samrat Chatterjee , Arnab Bhattacharya , Mahantesh Halappanavar

It is challenging to use reinforcement learning (RL) in cyber-physical systems due to the lack of safety guarantees during learning. Although there have been various proposals to reduce undesired behaviors during learning, most of these…

Machine Learning · Computer Science 2022-07-28 Masaki Waga , Ezequiel Castellano , Sasinee Pruekprasert , Stefan Klikovits , Toru Takisaka , Ichiro Hasuo

Digitization and remote connectivity have enlarged the attack surface and made cyber systems more vulnerable. As attackers become increasingly sophisticated and resourceful, mere reliance on traditional cyber protection, such as intrusion…

Cryptography and Security · Computer Science 2021-12-08 Yunhan Huang , Linan Huang , Quanyan Zhu

Our paper is research in progress that is research investigating the use of games technology to enhance the learning of a physical skill. The Microsoft Kinect is a system designed for gaming with the capability to track the movement of…

Computers and Society · Computer Science 2016-06-14 Kirsten Ellis , Julie Fisher , Louisa Willoughby , Jan Carlo Barca

Many people learn programming independently from online resources and often report struggles in achieving their personal learning goals. Learners frequently describe their experiences as isolating and frustrating, challenged by abundant…

Human-Computer Interaction · Computer Science 2025-07-31 Sami Saeed Alghamdi , Christopher Bull , Ahmed Kharrufa

Humans are spectacular reinforcement learners, constantly learning from and adjusting to experience and feedback. Unfortunately, this doesn't necessarily mean humans are fast learners. When tasks are challenging, learning can become…

Machine Learning · Computer Science 2022-12-16 Mark A. Rucker , Layne T. Watson , Matthew S. Gerber , Laura E. Barnes

Unmanned vehicles able to conduct advanced operations without human intervention are being developed at a fast pace for many purposes. Not surprisingly, they are also expected to significantly change how military operations can be…

Cryptography and Security · Computer Science 2024-10-30 Henrik Madsen , Gudmund Grov , Federico Mancini , Magnus Baksaas , Åvald Åslaugson Sommervoll

Feedback beyond the grade is an important part of the learning process. However, because of the large student groups, many teachers in higher education are faced with practicalities such as the limited time to prepare and communicate the…

Computers and Society · Computer Science 2023-05-26 Kris Aerts , Wouter Groeneveld

Imitation learning field requires expert data to train agents in a task. Most often, this learning approach suffers from the absence of available data, which results in techniques being tested on its dataset. Creating datasets is a…

Machine Learning · Computer Science 2024-03-04 Nathan Gavenski , Michael Luck , Odinaldo Rodrigues

This Innovative Practice full paper describes a technical innovation for scalable teaching of cybersecurity hands-on classes using interactive learning environments. Hands-on experience significantly improves the practical skills of…

Computers and Society · Computer Science 2022-01-06 Jan Vykopal , Pavel Čeleda , Pavel Seda , Valdemar Švábenský , Daniel Tovarňák

This work introduces the first framework for reconstructing surgical dialogue from unstructured real-world recordings, which is crucial for characterizing teaching tasks. In surgical training, the formative verbal feedback that trainers…

Audio and Speech Processing · Electrical Eng. & Systems 2024-12-03 Firdavs Nasriddinov , Rafal Kocielnik , Arushi Gupta , Cherine Yang , Elyssa Wong , Anima Anandkumar , Andrew Hung

The demand for strong cyber defence measures grows, especially in countries such as India, where the rate of digitalization far exceeds cybersecurity developments. The increasing amount of cyber threats highlights the urgent need to…

Cryptography and Security · Computer Science 2024-06-19 Yohan Fernandes , Nasr Abosata

Document classification is ubiquitous in a business setting, but often the end users of a classifier are engaged in an ongoing feedback-retrain loop with the team that maintain it. We consider this feedback-retrain loop from a multi-agent…

Machine Learning · Computer Science 2020-04-29 Joshua Lockhart , Samuel Assefa , Tucker Balch , Manuela Veloso

Many high-performance human activities are executed with little or no external feedback: think of a figure skater landing a triple jump, a pitcher throwing a curveball for a strike, or a barista pouring latte art. To study the process of…

Artificial Intelligence · Computer Science 2025-12-10 Antonio Terpin , Raffaello D'Andrea

Socially assistive robots are increasingly being explored to improve the engagement of older adults and people with disability in health and well-being-related exercises. However, even if people have various physical conditions, most prior…

Information sharing is vital in resisting cyberattacks, and the volume and severity of these attacks is increasing very rapidly. Therefore responders must triage incoming warnings in deciding how to act. This study asked a very specific…

Cryptography and Security · Computer Science 2021-05-18 Paul B. Kantor , Dennis E. Egan , Jonathan Bullinger , Katie McKeon , James Wojtowicz

Cognitive rehabilitation, STEM (science, technology, engineering, and math) skill acquisition, and coaching games such as chess often require tutoring decision-making strategies. The advancement of AI-driven tutoring systems for…

Human-Computer Interaction · Computer Science 2024-05-07 Piyush Gupta , Subir Biswas , Vaibhav Srivastava

In a wide variety of applications, humans interact with a complex environment by means of asynchronous stochastic discrete events in continuous time. Can we design online interventions that will help humans achieve certain goals in such…

Machine Learning · Computer Science 2018-11-07 Utkarsh Upadhyay , Abir De , Manuel Gomez-Rodriguez
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