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Chandramouli N. Amarnath
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2020 – today
- 2024
- [j1]Chandramouli N. Amarnath
, Mohamed Mejri, Kwondo Ma, Abhijit Chatterjee
Error Resilience in Deep Neural Networks Using Neuron Gradient Statistics. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43(4): 1149-1162 (2024) - [c22]Anurup Saha, Chandramouli N. Amarnath, Kwondo Ma, Abhijit Chatterjee:
Signature Driven Post-Manufacture Testing and Tuning of RRAM Spiking Neural Networks for Yield Recovery. ASPDAC 2024: 740-745 - [c21]Kwondo Ma, Anurup Saha, Chandramouli N. Amarnath, Abhijit Chatterjee:
Learning Assisted Post-Manufacture Testing and Tuning of RRAM-Based DNNs for Yield Recovery. DATE 2024: 1-6 - [c20]Suhasini Komarraju, Mohamed Mejri, Akhil Tammana, Gowsika Dharmaraj, Chandramouli N. Amarnath, Abhijit Chatterjee:
AMS Test Stimulus Generation and Response Analysis Using Hyperdimensional Clustering: Minimizing Misclassification Rate. ETS 2024: 1-4 - [c19]Anurup Saha, Kwondo Ma, Chandramouli N. Amarnath, Abhijit Chatterjee:
Post-Manufacture Criticality-Aware Gain Tuning of Timing Encoded Spiking Neural Networks for Yield Recovery. ETS 2024: 1-4 - [c18]Anurup Saha, Kwondo Ma, Chandramouli N. Amarnath, Abhijit Chatterjee:
Efficient Optimized Testing of Resistive RAM Based Convolutional Neural Networks. IOLTS 2024: 1-7 - [c17]Mohamed Mejri, Chandramouli N. Amarnath, Abhijit Chatterjee:
DeepER-HD: An Error Resilient HyperDimensional Computing Framework with DNN Front-End for Feature Selection. LATS 2024: 1-6 - [c16]Kwondo Ma, Anurup Saha, Suhasini Komarraju, Chandramouli N. Amarnath, Abhijit Chatterjee:
Testing and Tuning of RRAM-Based DNNs: A Machine Learning-Assisted Approach. MWSCAS 2024: 688-692 - [c15]Mohamed Mejri, Chandramouli N. Amarnath, Abhijit Chatterjee:
ADARE-HD: Adaptive-Resolution Framework for Efficient Object Detection and Tracking via HD-Computing. MWSCAS 2024: 811-817 - [c14]Mohamed Mejri, Chandramouli N. Amarnath, Abhijit Chatterjee:
Error Resilient Hyperdimensional Computing Using Hypervector Encoding and Cross-Clustering. VTS 2024: 1-7 - [i3]Mohamed Mejri, Chandramouli N. Amarnath, Abhijit Chatterjee:
A Novel Hyperdimensional Computing Framework for Online Time Series Forecasting on the Edge. CoRR abs/2402.01999 (2024) - [i2]Mohamed Mejri, Chandramouli N. Amarnath, Abhijit Chatterjee:
LARS-VSA: A Vector Symbolic Architecture For Learning with Abstract Rules. CoRR abs/2405.14436 (2024) - 2023
- [c13]Kwondo Ma, Chandramouli N. Amarnath, Abhijit Chatterjee:
Error Resilient Transformers: A Novel Soft Error Vulnerability Guided Approach to Error Checking and Suppression. ETS 2023: 1-6 - [c12]Anurup Saha, Chandramouli N. Amarnath, Abhijit Chatterjee:
A Resilience Framework for Synapse Weight Errors and Firing Threshold Perturbations in RRAM Spiking Neural Networks. ETS 2023: 1-4 - [c11]Chandramouli N. Amarnath, Abhijit Chatterjee:
A Novel Approach to Error Resilience in Online Reinforcement Learning. IOLTS 2023: 1-7 - [c10]Kwondo Ma, Chandramouli N. Amarnath, Abhijit Chatterjee, Jacob A. Abraham:
Secure Control Loop Execution of Cyber-Physical Devices Using Predictive State Space Checks. ISQED 2023: 1-8 - [c9]Suhasini Komarraju, Akhil Tammana, Chandramouli N. Amarnath, Abhijit Chatterjee:
OATT: Outlier Oriented Alternative Testing and Post-Manufacture Tuning of Mixed-Signal/RF Circuits and Systems. ITC 2023: 37-46 - [c8]Chandramouli N. Amarnath, Abhijit Chatterjee:
Error Resilient Neuromorphic Systems Using Embedded Predictive Neuron Checks. LATS 2023: 1-2 - 2022
- [c7]Chandramouli N. Amarnath, Mohamed Mejri, Kwondo Ma, Abhijit Chatterjee:
Soft Error Resilient Deep Learning Systems Using Neuron Gradient Statistics. IOLTS 2022: 1-7 - [c6]Kwondo Ma, Anurup Saha, Chandramouli N. Amarnath, Abhijit Chatterjee:
Efficient Low Cost Alternative Testing of Analog Crossbar Arrays for Deep Neural Networks. ITC 2022: 499-503 - [c5]Kwondo Ma, Mohamed Mejri, Chandramouli N. Amarnath, Abhijit Chatterjee:
Low Power Neural Network Accelerators Using Collaborative Weight Tuning and Shared Shift-Add optimization. MWSCAS 2022: 1-4 - 2021
- [c4]Chandramouli N. Amarnath, Md Imran Momtaz, Abhijit Chatterjee:
Addressing Soft Error and Security Threats in DNNs Using Learning Driven Algorithmic Checks. IOLTS 2021: 1-4 - [c3]Chandramouli N. Amarnath, Md Imran Momtaz, Abhijit Chatterjee:
Hierarchical Failure Modeling and Machine Learning Assisted Correction of Electro-Mechanical Subsystem Failures in Autonomous Vehicles. ITC 2021: 389-398 - [i1]Chandramouli N. Amarnath, Aishwarya H. Balwani, Kwondo Ma, Abhijit Chatterjee:
TESDA: Transform Enabled Statistical Detection of Attacks in Deep Neural Networks. CoRR abs/2110.08447 (2021) - 2020
- [c2]Chandramouli N. Amarnath, Md Imran Momtaz, Abhijit Chatterjee:
Encoded Check Driven Concurrent Error Detection in Particle Filters for Nonlinear State Estimation. IOLTS 2020: 1-6 - [c1]Md Imran Momtaz, Chandramouli N. Amarnath, Abhijit Chatterjee:
Concurrent Error Detection in Embedded Digital Control of Nonlinear Autonomous Systems Using Adaptive State Space Checks. ITC 2020: 1-10
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