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Low-power and Computing-free Privacy Design for IoT Systems

Published in IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 2024

Proposes a hardware-software co-design approach that leverages naturally occurring hardware noise from transistor degradation as a low-power, computing-free source of noise for Local Differential Privacy.

Evaluating Language Models on Cross-Language Code Functional Equivalence

Published in International Symposium on Empirical Software Engineering and Measurement (ESEM 2026), 2026

Introduces PolyHuman, the first dataset for evaluating cross-language code functional equivalence on human-written code, and shows LLMs are far less reliable on human-written code than on synthetic code.