Field notes
2,343 notes from my AI research vault, mapped by topic. Pick a topic to see its notes, or search.
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Notes on risk assessment
4 notes
A Chain Is Only as Strong as Its Weakest Link: A Scoping Review of System Integration Audits in AI
A study reviews 58 AI audits that focus on system integration, finding that while few measures address integration-specific risks and significant gaps remain in traditional audit expectations, integration can be…
NSF-HRPT: Neural Semantic Field meets Hierarchical Risk Perception Tree for Safety-Critical Scenario Assessment
Researchers propose NSF-HRPT, a framework that uses a Neural Semantic Field (NSF) to model scene semantics, trajectory predictions, and probabilistic Time-to-Collision (TTC) distributions from simulation data. During…
NSF-HRPT: Neural Semantic Field meets Hierarchical Risk Perception Tree for Safety-Critical Scenario Assessment
The research introduces NSF-HRPT, a framework that uses neural semantic fields and structured reasoning to accurately assess risks in safety-critical scenarios such as autonomous driving. The method learns to model…
From Legacy Documentation to OSCAL: An MCP-Based Agent Pipeline for Threat-Informed Continuous Compliance in Critical Infrastructure
The paper proposes an agent pipeline using Machine Comprehension Powered (MCP) technology to convert natural language system descriptions into audit-ready artifacts in OSCAL format for continuous automated compliance…
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