Chandramouli N. Amarnath

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 24

Top Topics

Error Resilient

Autonomous Vehicles

Top Venues

Publications

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)
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)
Mohamed Mejri, Chandramouli N. Amarnath, Abhijit Chatterjee
A Novel Hyperdimensional Computing Framework for Online Time Series Forecasting on the Edge. CoRR (2024)
Anurup Saha, Kwondo Ma, Chandramouli N. Amarnath, Abhijit Chatterjee
Efficient Optimized Testing of Resistive RAM Based Convolutional Neural Networks. IOLTS (2024)
Mohamed Mejri, Chandramouli N. Amarnath, Abhijit Chatterjee
LARS-VSA: A Vector Symbolic Architecture For Learning with Abstract Rules. CoRR (2024)
Mohamed Mejri, Chandramouli N. Amarnath, Abhijit Chatterjee
DeepER-HD: An Error Resilient HyperDimensional Computing Framework with DNN Front-End for Feature Selection. LATS (2024)
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) (2024)
Mohamed Mejri, Chandramouli N. Amarnath, Abhijit Chatterjee
Error Resilient Hyperdimensional Computing Using Hypervector Encoding and Cross-Clustering. VTS (2024)
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)
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)
Chandramouli N. Amarnath, Abhijit Chatterjee
Error Resilient Neuromorphic Systems Using Embedded Predictive Neuron Checks. LATS (2023)
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)
Chandramouli N. Amarnath, Abhijit Chatterjee
A Novel Approach to Error Resilience in Online Reinforcement Learning. IOLTS (2023)
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)
Kwondo Ma, Chandramouli N. Amarnath, Abhijit Chatterjee
Error Resilient Transformers: A Novel Soft Error Vulnerability Guided Approach to Error Checking and Suppression. ETS (2023)
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)
Kwondo Ma, Anurup Saha, Chandramouli N. Amarnath, Abhijit Chatterjee
Efficient Low Cost Alternative Testing of Analog Crossbar Arrays for Deep Neural Networks. ITC (2022)
Chandramouli N. Amarnath, Mohamed Mejri, Kwondo Ma, Abhijit Chatterjee
Soft Error Resilient Deep Learning Systems Using Neuron Gradient Statistics. IOLTS (2022)
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)
Chandramouli N. Amarnath, Md Imran Momtaz, Abhijit Chatterjee
Addressing Soft Error and Security Threats in DNNs Using Learning Driven Algorithmic Checks. IOLTS (2021)
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)
Chandramouli N. Amarnath, Aishwarya H. Balwani, Kwondo Ma, Abhijit Chatterjee
TESDA: Transform Enabled Statistical Detection of Attacks in Deep Neural Networks. CoRR (2021)
Chandramouli N. Amarnath, Md Imran Momtaz, Abhijit Chatterjee
Encoded Check Driven Concurrent Error Detection in Particle Filters for Nonlinear State Estimation. IOLTS (2020)
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)