Building Better Environments for Autonomous Cyber Defence
In November 2025, the authors ran a workshop on the topic of what makes a good reinforcement learning (RL) environment for autonomous cyber defence (ACD). This paper details the knowledge shared by participants both during the workshop and shortly afterwards by contributing herein. The workshop participants come from academia, industry, and government, and have extensive hands-on experience designing and working with RL and cyber environments. While there is now a sizeable body of literature des
Record details
Published: 9 April 2026
Source: arXiv
Category: Research
Topics: Military & security · Environment
Retrieved: 14 July 2026
Related evidence
These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.
Train the Trainers -- An Agentic AI Framework for Peer-Based Mental Health Support in Battlefield Environments
arXiv · 31 March 2026
Toward Zero-Egress Psychiatric AI: On-Device LLM Deployment for Privacy-Preserving Mental Health Decision Support
arXiv · 20 April 2026
Grammar-Constrained Refinement of Safety Operational Rules Using Language in the Loop: What Could Go Wrong
arXiv · 26 April 2026
DeepXplain: XAI-Guided Autonomous Defense Against Multi-Stage APT Campaigns
arXiv · 22 March 2026
DeepStage: Learning Autonomous Defense Policies Against Multi-Stage APT Campaigns
arXiv · 17 March 2026
AI-Driven Controlled Environment Agriculture as Resilient Infrastructure for U.S. Fresh-Produce Supply Chains
arXiv · 4 May 2026
How to cite this record
ethics.ai (9 April 2026), “Building Better Environments for Autonomous Cyber Defence,” evidence record 6094, https://ethics.ai/record/6094 (originally published by arXiv).
Use and limitations
This page is a stable index and citation surface for a source record. ethics.ai did not author the underlying report and has not independently verified every claim. Automatic topics may be imperfect. For consequential use, quote and cite the original publisher.