
Abhinav Piratla
AI security researcher, cybersecurity educator, and entrepreneur
Network
1.1K connectionsSummary
Work
Education
Projects
Writing
A Security Framework for AI-Enabled Continuous Glucose Monitoring: Translating FDA Guidance into Actionable Controls
January 1, 2026A framework mapping threats and FDA requirements to technical controls for AI-enabled CGM systems (listed as a 2026 journal/working paper on author profiles).
Adversarial Machine Learning Threats To Medical Device AI Controllers
January 1, 2026A taxonomy of adversarial ML attacks against AI-enabled medical device controllers and evaluation of defense mechanisms aligned to device constraints and regulatory guidance.
AP-GUARD: Artificial Pancreas Generalized Unsupervised Anomaly Recognition and Detection
January 1, 2025An autoencoder-based anomaly detection framework for continuous glucose monitoring (CGM) / artificial pancreas systems that demonstrated patient-based cross-validation generalization and strong F1-scores in detecting device failure modes.
Safeguarding the Artificial Pancreas: A Review of Security and Reliability Gaps and AI Driven Resilience
January 1, 2025A systematic review and threat taxonomy for artificial pancreas systems synthesizing literature into a defense roadmap and mapping threats to regulatory and technical controls.
Hobbies
Singing and music performance (covers) and photography. youtube+1
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