Xun Jiao

Vineet Parekh

Proceedings of the 2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, 2025

Large-Scale AI Infra Reliability: Challenges, Strategies, and Llama 3 Training Experience.

[BibT_eX]

[DOI]

Proceedings of the 2025 55th Annual IEEE/IFIP International Conference on Dependable Systems and Networks, 2025

2024

PVF (Parameter Vulnerability Factor): A Quantitative Metric Measuring AI Vulnerability Against Parameter Corruptions.

[BibT_eX]

[DOI]

Fan Fred Lin

Harish Dattatraya Dixit

CoRR, 2024

Research on Task Migration Problem Based on Link Uncertainty in Adversarial Scenarios.

[BibT_eX]

[DOI]

Proceedings of the Parallel and Distributed Computing, Applications and Technologies, 2024

Hyperdimensional Computing vs. Neural Networks: Comparing Architecture and Learning Process.

[BibT_eX]

[DOI]

Cong Hao

Proceedings of the 25th International Symposium on Quality Electronic Design, 2024

PP-HDC: A Privacy-Preserving Inference Framework for Hyperdimensional Computing.

[BibT_eX]

[DOI]

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

2023

AMITE: A Novel Polynomial Expansion for Analyzing Neural Network Nonlinearities.

[BibT_eX]

[DOI]

Mauro J. Sanchirico III

Chandrasekhar Nataraj

IEEE Trans. Neural Networks Learn. Syst., September, 2023

Evaluating and Enhancing Robustness of Deep Recommendation Systems Against Hardware Errors.

[BibT_eX]

[DOI]

CoRR, 2023

Brief Industry Paper: Evaluating Robustness of Deep Learning-Based Recommendation Systems Against Hardware Errors: A Case Study.

[BibT_eX]

[DOI]

Proceedings of the IEEE Real-Time Systems Symposium, 2023

PreAxC: Error Distribution Prediction for Approximate Computing Quality Control using Graph Neural Networks.

[BibT_eX]

[DOI]

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

On Hyperdimensional Computing-based Federated Learning: A Case Study.

[BibT_eX]

[DOI]

Proceedings of the International Joint Conference on Neural Networks, 2023

Invited Paper: Hyperdimensional Computing for Resilient Edge Learning.

[BibT_eX]

[DOI]

Hamza Errahmouni Barkam

Proceedings of the IEEE/ACM International Conference on Computer Aided Design, 2023

Strategies for Enhanced Signal Modulation Classifications Under Unknown Symbol Rates and Noise Conditions.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Acoustics, 2023

Leveraging Machine Learning to Understand Green Stormwater Infrastructure Performance Risks.

[BibT_eX]

[DOI]

Proceedings of the IEEE Global Humanitarian Technology Conference, 2023

Adversarial Attack on Hyperdimensional Computing-based NLP Applications.

[BibT_eX]

[DOI]

Zhao Wang

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

Comprehensive Analysis of Hyperdimensional Computing Against Gradient Based Attacks.

[BibT_eX]

[DOI]

Hamza Errahmouni Barkam

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

PerfHD: Efficient ViT Architecture Performance Ranking using Hyperdimensional Computing.

[BibT_eX]

[DOI]

Pengfei Zhao

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Robust Hyperdimensional Computing against Cyber Attacks and Hardware Errors: A Survey.

[BibT_eX]

[DOI]

Proceedings of the 28th Asia and South Pacific Design Automation Conference, 2023

Beyond von Neumann Era: Brain-Inspired Hyperdimensional Computing to the Rescue.

[BibT_eX]

[DOI]

Proceedings of the 28th Asia and South Pacific Design Automation Conference, 2023

2022

Assessing and Analyzing the Resilience of Graph Neural Networks Against Hardware Faults.

[BibT_eX]

[DOI]

CoRR, 2022

NasHD: Efficient ViT Architecture Performance Ranking using Hyperdimensional Computing.

[BibT_eX]

[DOI]

Pengfei Zhao

CoRR, 2022

Hyperdimensional Computing vs. Neural Networks: Comparing Architecture and Learning Process.

[BibT_eX]

[DOI]

CoRR, 2022

EnHDC: Ensemble Learning for Brain-Inspired Hyperdimensional Computing.

[BibT_eX]

[DOI]

Ruixuan Wang

CoRR, 2022

HDCoin: A Proof-of-Useful-Work Based Blockchain for Hyperdimensional Computing.

[BibT_eX]

[DOI]

CoRR, 2022

AxBy-ViT: Reconfigurable Approximate Computation Bypass for Vision Transformers.

[BibT_eX]

[DOI]

Xue Qin

Proceedings of the 23rd International Symposium on Quality Electronic Design, 2022

ScaleHD: Robust Brain-Inspired Hyperdimensional Computing via Adapative Scaling.

[BibT_eX]

[DOI]

Mohsen Imani

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

PoisonHD: Poison Attack on Brain-Inspired Hyperdimensional Computing.

[BibT_eX]

[DOI]

Ruixuan Wang

Proceedings of the 2022 Design, Automation & Test in Europe Conference & Exhibition, 2022

Brain-Inspired Hyperdimensional Computing for Ultra-Efficient Edge AI.

[BibT_eX]

[DOI]

Hamza Errahmouni Barkam

Paul R. Genssler

Peter Sutor Jr.

Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis, 2022

MoleHD: Efficient Drug Discovery using Brain Inspired Hyperdimensional Computing.

[BibT_eX]

[DOI]

Rahul Thapa

Proceedings of the IEEE International Conference on Bioinformatics and Biomedicine, 2022

Handcrafted and Neural Network Based Features for Outlier Modulation Detection.

[BibT_eX]

[DOI]

Proceedings of the 56th Asilomar Conference on Signals, Systems, and Computers, ACSSC 2022, Pacific Grove, CA, USA, October 31, 2022

2021

MoleHD: Automated Drug Discovery using Brain-Inspired Hyperdimensional Computing.

[BibT_eX]

[DOI]

CoRR, 2021

Machine Learning-based Classification of Active Walking Tasks in Older Adults using fNIRS.

[BibT_eX]

[DOI]

CoRR, 2021

Brief Industry Paper: HDAD: Hyperdimensional Computing-based Anomaly Detection for Automotive Sensor Attacks.

[BibT_eX]

[DOI]

Proceedings of the 27th IEEE Real-Time and Embedded Technology and Applications Symposium, 2021

HDXplore: Automated Blackbox Testing of Brain-Inspired Hyperdimensional Computing.

[BibT_eX]

[DOI]

Rahul Thapa

Proceedings of the IEEE Computer Society Annual Symposium on VLSI, 2021

SpamHD: Memory-Efficient Text Spam Detection using Brain-Inspired Hyperdimensional Computing.

[BibT_eX]

[DOI]

Proceedings of the IEEE Computer Society Annual Symposium on VLSI, 2021

Workload-Aware Approximate Computing Configuration.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

HDTest: Differential Fuzz Testing of Brain-Inspired Hyperdimensional Computing.

[BibT_eX]

[DOI]

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

2020

Introduction to the special issue on dependable cyber physical systems.

[BibT_eX]

[DOI]

J. Syst. Archit., 2020

Neural Network Verification through Replication.

[BibT_eX]

[DOI]

Mauro J. Sanchirico III

Chandrasekhar Nataraj

CoRR, 2020

A Machine Learning-Based Error Model of Voltage-Scaled Circuits.

[BibT_eX]

[DOI]

Proceedings of the 50th Annual IEEE-IFIP International Conference on Dependable Systems and Networks, 2020

AxBy: Approximate Computation Bypass for Data-Intensive Applications.

[BibT_eX]

[DOI]

Proceedings of the 23rd Euromicro Conference on Digital System Design, 2020

2019

TCAD EIC Message: February 2019.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2019

Detecting and Bypassing Trivial Computations in Convolutional Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Symposium on Nanoscale Architectures, 2019

Energy Efficient GPU Applications Through Computation Skip.

[BibT_eX]

[DOI]

Proceedings of the 15th IEEE International Conference on Embedded Software and Systems, 2019

DeVos: A learning-based delay model of voltage-scaled circuits: work-in-progress.

[BibT_eX]

[DOI]

Siyu Shen

Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis Companion, 2019

2018

Improved Timing Error Resilience of Microelectronic Computing Systems using Cross-layer Optimizations

[BibT_eX]

[DOI]