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Akul Malhotra
ORCID
Publication Activity (10 Years)
Years Active: 2019-2024
Publications (10 Years): 11
Top Topics
Fault Tolerant
Low Power
High Availability
Neural Network
Top Venues
CoRR
IEEE Trans. Circuits Syst. II Express Briefs
ASPDAC
ICCCNT
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Publications
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Akul Malhotra
,
Chunguang Wang
,
Sumeet Kumar Gupta
BNN-Flip: Enhancing the Fault Tolerance and Security of Compute-in-Memory Enabled Binary Neural Network Accelerators.
ASPDAC
(2024)
Akul Malhotra
,
Sumeet Kumar Gupta
Memory Faults in Activation-sparse Quantized Deep Neural Networks: Analysis and Mitigation using Sharpness-aware Training.
CoRR
(2024)
Akul Malhotra
,
Atanu K. Saha
,
Chunguang Wang
,
Sumeet Kumar Gupta
ADRA: Extending Digital Computing-In-Memory With Asymmetric Dual-Row-Activation.
IEEE Trans. Circuits Syst. II Express Briefs
70 (8) (2023)
Akul Malhotra
,
Sumeet Kumar Gupta
FlatENN: Train Flat for Enhanced Fault Tolerance of Quantized Deep Neural Networks.
CoRR
(2023)
Akul Malhotra
,
Chunguang Wang
,
Sumeet Kumar Gupta
TFix: Exploiting the Natural Redundancy of Ternary Neural Networks for Fault Tolerant In-Memory Vector Matrix Multiplication.
DAC
(2023)
Akul Malhotra
,
Atanu K. Saha
,
Chunguang Wang
,
Sumeet Kumar Gupta
ADRA: Extending Digital Computing-in-Memory with Asymmetric Dual-Row-Activation.
CoRR
(2022)
Shamik Kundu
,
Akul Malhotra
,
Arnab Raha
,
Sumeet Kumar Gupta
,
Kanad Basu
RIBoNN: Designing Robust In-Memory Binary Neural Network Accelerators.
ITC
(2022)
Kanika Monga
,
Akul Malhotra
,
Nitin Chaturvedi
,
S. Gurunayaranan
A Novel Low Power Non-Volatile SRAM Cell with Self Write Termination.
ICCCNT
(2019)
Akul Malhotra
,
Sen Lu
,
Kezhou Yang
,
Abhronil Sengupta
Exploiting Oxide Based Resistive RAM Variability for Probabilistic AI Hardware Design.
CoRR
(2019)
Kanika Monga
,
Akul Malhotra
,
Nitin Chaturvedi
,
S. Gurunayaranan
A Novel Low Power Non-Volatile SRAM Cell with Self Write Termination.
CoRR
(2019)
Kezhou Yang
,
Akul Malhotra
,
Sen Lu
,
Abhronil Sengupta
All-Spin Bayesian Neural Networks.
CoRR
(2019)