Chandramouli N. Amarnath

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., April, 2024

LARS-VSA: A Vector Symbolic Architecture For Learning with Abstract Rules.

[BibT_eX]

[DOI]

CoRR, 2024

A Novel Hyperdimensional Computing Framework for Online Time Series Forecasting on the Edge.

[BibT_eX]

[DOI]

CoRR, 2024

Error Resilient Hyperdimensional Computing Using Hypervector Encoding and Cross-Clustering.

[BibT_eX]

[DOI]

Proceedings of the 42nd IEEE VLSI Test Symposium, 2024

ADARE-HD: Adaptive-Resolution Framework for Efficient Object Detection and Tracking via HD-Computing.

[BibT_eX]

[DOI]

Proceedings of the 67th IEEE International Midwest Symposium on Circuits and Systems, 2024

Testing and Tuning of RRAM-Based DNNs: A Machine Learning-Assisted Approach.

[BibT_eX]

[DOI]

Suhasini Komarraju

Proceedings of the 67th IEEE International Midwest Symposium on Circuits and Systems, 2024

DeepER-HD: An Error Resilient HyperDimensional Computing Framework with DNN Front-End for Feature Selection.

[BibT_eX]

[DOI]

Proceedings of the 25th IEEE Latin American Test Symposium, 2024

Efficient Optimized Testing of Resistive RAM Based Convolutional Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the 30th IEEE International Symposium on On-Line Testing and Robust System Design, 2024

Post-Manufacture Criticality-Aware Gain Tuning of Timing Encoded Spiking Neural Networks for Yield Recovery.

[BibT_eX]

[DOI]

Proceedings of the IEEE European Test Symposium, 2024

AMS Test Stimulus Generation and Response Analysis Using Hyperdimensional Clustering: Minimizing Misclassification Rate.

[BibT_eX]

[DOI]

Proceedings of the IEEE European Test Symposium, 2024

Learning Assisted Post-Manufacture Testing and Tuning of RRAM-Based DNNs for Yield Recovery.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024

Signature Driven Post-Manufacture Testing and Tuning of RRAM Spiking Neural Networks for Yield Recovery.

[BibT_eX]

[DOI]

Proceedings of the 29th Asia and South Pacific Design Automation Conference, 2024

2023

Error Resilient Neuromorphic Systems Using Embedded Predictive Neuron Checks.

[BibT_eX]

[DOI]

Proceedings of the 24th IEEE Latin American Test Symposium, 2023

OATT: Outlier Oriented Alternative Testing and Post-Manufacture Tuning of Mixed-Signal/RF Circuits and Systems.

[BibT_eX]

[DOI]

Suhasini Komarraju

Akhil Tammana

Proceedings of the IEEE International Test Conference, 2023

Secure Control Loop Execution of Cyber-Physical Devices Using Predictive State Space Checks.

[BibT_eX]

[DOI]

Jacob A. Abraham

Proceedings of the 24th International Symposium on Quality Electronic Design, 2023

A Novel Approach to Error Resilience in Online Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the 29th International Symposium on On-Line Testing and Robust System Design, 2023

A Resilience Framework for Synapse Weight Errors and Firing Threshold Perturbations in RRAM Spiking Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE European Test Symposium, 2023

Error Resilient Transformers: A Novel Soft Error Vulnerability Guided Approach to Error Checking and Suppression.

[BibT_eX]

[DOI]

Proceedings of the IEEE European Test Symposium, 2023

2022

Low Power Neural Network Accelerators Using Collaborative Weight Tuning and Shared Shift-Add optimization.

[BibT_eX]

[DOI]

Proceedings of the 65th IEEE International Midwest Symposium on Circuits and Systems, 2022

Efficient Low Cost Alternative Testing of Analog Crossbar Arrays for Deep Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Test Conference, 2022

Soft Error Resilient Deep Learning Systems Using Neuron Gradient Statistics.

[BibT_eX]

[DOI]

Proceedings of the 28th IEEE International Symposium on On-Line Testing and Robust System Design, 2022

2021

TESDA: Transform Enabled Statistical Detection of Attacks in Deep Neural Networks.

[BibT_eX]

[DOI]

Aishwarya H. Balwani

CoRR, 2021

Hierarchical Failure Modeling and Machine Learning Assisted Correction of Electro-Mechanical Subsystem Failures in Autonomous Vehicles.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Test Conference, 2021

Addressing Soft Error and Security Threats in DNNs Using Learning Driven Algorithmic Checks.

[BibT_eX]

[DOI]

Proceedings of the 27th IEEE International Symposium on On-Line Testing and Robust System Design, 2021

2020

Concurrent Error Detection in Embedded Digital Control of Nonlinear Autonomous Systems Using Adaptive State Space Checks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Test Conference, 2020

Encoded Check Driven Concurrent Error Detection in Particle Filters for Nonlinear State Estimation.

[BibT_eX]

[DOI]