Dongning Ma

According to our database, Dongning Ma authored at least 33 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Memory-Efficient Deep Recommender Systems using Approximate Rotary Compositional Embedding.

Dongning Ma, Xun Jiao

Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2024

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

Dongning Ma, Cong Hao, Xun Jiao

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

Dr. DNA: Combating Silent Data Corruptions in Deep Learning using Distribution of Neuron Activations.

Dongning Ma, Fan Fred Lin, Alban Desmaison, Joel Coburn, Daniel Moore, Sriram Sankar, Xun Jiao

Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, 2024

2023

Testing and Enhancing Adversarial Robustness of Hyperdimensional Computing.

Dongning Ma, Tajana Simunic Rosing, Xun Jiao

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., November, 2023

EnHDC: Ensemble Learning for Brain-Inspired Hyperdimensional Computing.

Ruixuan Wang, Dongning Ma, Xun Jiao

IEEE Embed. Syst. Lett., March, 2023

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

Dongning Ma, Xun Jiao, Fan Fred Lin, Mengshi Zhang, Alban Desmaison, Thomas Sellinger, Daniel Moore, Sriram Sankar

CoRR, 2023

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

Sizhe Zhang, Dongning Ma, Song Bian, Lei Yang, Xun Jiao

Proceedings of the International Joint Conference on Neural Networks, 2023

PerfHD: Efficient ViT Architecture Performance Ranking using Hyperdimensional Computing.

Dongning Ma, Pengfei Zhao, Xun Jiao

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

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

Dongning Ma, Sizhe Zhang, Xun Jiao

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

2022

DEVoT: Dynamic Delay Modeling of Functional Units Under Voltage and Temperature Variations.

Dongning Ma, Xinqiao Zhang, Ke Huang, Yu Jiang, Wanli Chang, Xun Jiao

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022

NasHD: Efficient ViT Architecture Performance Ranking using Hyperdimensional Computing.

Dongning Ma, Pengfei Zhao, Xun Jiao

CoRR, 2022

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

Dongning Ma, Xun Jiao

CoRR, 2022

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

Dongning Ma, Sizhe Zhang, Xun Jiao

CoRR, 2022

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

Dongning Ma, Xue Qin, Xun Jiao

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

Energy-Efficient Brain-Inspired Hyperdimensional Computing Using Voltage Scaling.

Sizhe Zhang, Ruixuan Wang, Dongning Ma, Jeff Jun Zhang, Xunzhao Yin, Xun Jiao

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

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

Hussam Amrouch, Mohsen Imani, Xun Jiao, Yiannis Aloimonos, Cornelia Fermüller, Dehao Yuan, Dongning Ma, 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.

Dongning Ma, Rahul Thapa, Xun Jiao

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

2021

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

Dongning Ma, Xun Jiao

CoRR, 2021

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

Dongning Ma, Meltem Izzetoglu, Roee Holtzer, Xun Jiao

CoRR, 2021

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

Rahul Thapa, Dongning Ma, Xun Jiao

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

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

Rahul Thapa, Bikal Lamichhane, Dongning Ma, Xun Jiao

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

Workload-Aware Approximate Computing Configuration.

Dongning Ma, Rahul Thapa, Xingjian Wang, Xun Jiao, Cong Hao

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

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

Dongning Ma, Jianmin Guo, Yu Jiang, Xun Jiao

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

2020

LEVAX: An Input-Aware Learning-Based Error Model of Voltage-Scaled Functional Units.

Xun Jiao, Dongning Ma, Wanli Chang, Yu Jiang

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020

WoMA: An Input-Based Learning Model to Predict Dynamic Workload of Embedded Applications.

Dongning Ma, Xun Jiao

IEEE Embed. Syst. Lett., 2020

MiabNET: Message-in-a-bottle Protocol for MANET.

Dongning Ma

CoRR, 2020

AxR-NN: Approximate Computation Reuse for Energy-Efficient Convolutional Neural Networks.

Dongning Ma, Xunzhao Yin, Michael T. Niemier, Xiaobo Sharon Hu, Xun Jiao

Proceedings of the GLSVLSI '20: Great Lakes Symposium on VLSI 2020, 2020

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

Dongning Ma, Xun Jiao

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

AxBy: Approximate Computation Bypass for Data-Intensive Applications.

Dongning Ma, Xun Jiao

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

TEVoT: Timing Error Modeling of Functional Units under Dynamic Voltage and Temperature Variations.

Xun Jiao, Dongning Ma, Wanli Chang, Yu Jiang

Proceedings of the 57th ACM/IEEE Design Automation Conference, 2020

2019

Detecting and Bypassing Trivial Computations in Convolutional Neural Networks.

Dongning Ma, Xun Jiao

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

Energy Efficient GPU Applications Through Computation Skip.

Dongning Ma, Xun Jiao

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.

Dongning Ma, Siyu Shen, Xun Jiao

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