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Home/Authors/Ankita Samaddar

Ankita Samaddar

2 indexed papers

Recent (6 mo)
2
With code
0
Influential cites
0
Benchmarked
0

Publications per year

2
26

Top categories

Crypto×2AI×2ML×1Systems and Control×1

Frequent co-authors

Sandeep Neema1×
Daniel Balasubramanian1×
Xenofon Koutsoukos1×
Chris Hicks1×
Elizabeth Bates1×
Shae McFadden1×

Research Timeline

2026
Building Better Environments for Autonomous Cyber Defence

This paper synthesizes expert knowledge from a workshop to provide a comprehensive framework and best-practice guidelines for developing high-quality reinforcement learning environments for autonomous cyber defense.

Learning Red Agent Policy from Observations for Neurosymbolic Autonomous Cyber Agents

This paper proposes a policy learning technique using imitation learning for partially observable RL agents in autonomous cyber defense.

Highlighted terms show continued research focus across papers

Papers

cs.CRcs.AIcs.LGEmpiricalRecentJun 16, 2026

Learning Red Agent Policy from Observations for Neurosymbolic Autonomous Cyber Agents

Ankita Samaddar, Sandeep Neema, Daniel Balasubramanian, Xenofon Koutsoukos

This paper proposes a policy learning technique using imitation learning for partially observable RL agents in autonomous cyber defense.

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cs.CRcs.AIRecent
Apr 9, 2026

Building Better Environments for Autonomous Cyber Defence

Chris Hicks, Elizabeth Bates, Shae McFadden, Isaac Symes Thompson +11 more

This paper synthesizes expert knowledge from a workshop to provide a comprehensive framework and best-practice guidelines for developing high-quality reinforcement learning environments for autonomous…

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