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Short description of portfolio item number 1
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Published in PLOS One, 2021
Mapping the 510k predicate system.
Recommended citation: Pai, DB. “Mapping the genealogy of medical device predicates in the United States,” PLOS ONE, Oct 7, 2021. DOI:10.1371/journal.pone.0258153. https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0258153
Published in ICML, 2023
We propose a new paradigm of adversarial machine learning, deceptive alignment monitoring, in which mechanistically anomalous model behavior serves as a basis fo model misalignment, and propose aa variety of new research directions in the field.
Recommended citation: Pai, DB, Carranza, A, Schaeffer, R, Koyejo, S. “Deceptive Alignment Monitoring.” Adversarial ML Frontiers, ICML Workshops, Jun 20, 2023. https://openreview.net/forum?id=obsO44GFhh
Published in ICML, 2023
We present FACADE, a novel probabilistic and geometric framework designed for unsupervised mechanistic anomaly detection in deep neural networks.
Recommended citation: Pai, DB, Carranza, A, Tandon, A, Schaeffer, R, Koyejo, S. “FACADE: A Framework for Adversarial Circuit Anomaly Detection and Evaluation.” Adversarial ML Frontiers, ICML Workshops, Jun 20, 2023. https://openreview.net/forum?id=4j8KuZOmQH
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Undergraduate course, University 1, Department, 2014
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Workshop, University 1, Department, 2015
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