Prashanth Krishnamurthy
2 indexed papers
Recent (6 mo)
2With code
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226
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Crypto×2ML×1
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Research Timeline
2026
Safeguarding LLMs Against Misuse and AI-Driven Malware Using Steganographic Canaries
The paper introduces a novel framework using steganographic canary files to detect and block unauthorized processing of sensitive documents by LLMs, even when the data passes through traditional security perimeters.
Long-Term and Short-Term Transistor Aging in Deep Neural Networks: Impact and Mitigation
This paper analyzes the impact of long-term and short-term transistor aging on Deep Neural Network (DNN) inference accuracy and proposes an aging-aware retraining methodology to maintain performance even with aggressive timing guardbands.
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Papers
cs.CRcs.LGRecentJun 2, 2026
Long-Term and Short-Term Transistor Aging in Deep Neural Networks: Impact and Mitigation
This paper analyzes the impact of long-term and short-term transistor aging on Deep Neural Network (DNN) inference accuracy and proposes an aging-aware retraining methodology to maintain performance e…
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cs.CRRecentMar 30, 2026