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Home/Authors/Virinchi Roy Surabhi

Virinchi Roy Surabhi

1 indexed paper

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Publications per year

1
26

Top categories

Crypto×1ML×1

Frequent co-authors

Alireza Sarmadi1×
Prashanth Krishnamurthy1×
Hussam Amrouch1×
Ramesh Karri1×
Farshad Khorrami1×

Research Timeline

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 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

Alireza Sarmadi, Virinchi Roy Surabhi, Prashanth Krishnamurthy, Hussam Amrouch +2 more

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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