Bobin Deng

According to our database, Bobin Deng authored at least 27 papers between 2011 and 2025.

Collaborative distances:

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

2025

The Robustness of Spiking Neural Networks in Federated Learning with Compression Against Non-omniscient Byzantine Attacks.

Manh V. Nguyen, Liang Zhao, Bobin Deng, Shaoen Wu

CoRR, January, 2025

A Sparsity Predicting Approach for Large Language Models via Activation Pattern Clustering.

Nobel Dhar, Bobin Deng, Md. Romyull Islam, Xinyue Zhang, Kazi Fahim Ahmad Nasif, Kun Suo

Proceedings of the Euro-Par 2025: Parallel Processing, 2025

2024

Fixed-point Encoding and Architecture Exploration for Residue Number Systems.

Bobin Deng, Bhargava Nadendla, Kun Suo, Chloe Yixin Xie, Dan Chia-Tien Lo

ACM Trans. Archit. Code Optim., September, 2024

The Robustness of Spiking Neural Networks in Communication and its Application towards Network Efficiency in Federated Learning.

Manh V. Nguyen, Liang Zhao, Bobin Deng, William Severa, Honghui Xu, Shaoen Wu

Proceedings of the IEEE International Performance, 2024

Characterizing and Understanding the Performance of Small Language Models on Edge Devices.

Md. Romyull Islam, Nobel Dhar, Bobin Deng, Tu N. Nguyen, Selena He, Kun Suo

Proceedings of the IEEE International Performance, 2024

Activation Sparsity Opportunities for Compressing General Large Language Models.

Nobel Dhar, Bobin Deng, Md. Romyull Islam, Kazi Fahim Ahmad Nasif, Liang Zhao, Kun Suo

Proceedings of the IEEE International Performance, 2024

Predicting Protein-Protein Binding Affinity with Deep Learning: A Comparative Analysis of CNN and Transformer Models.

Lingtao Chen, Kazi Fahim Ahmad Nasif, Bobin Deng, Shuteng Niu, Chloe Yixin Xie

Proceedings of the 36th IEEE International Conference on Tools with Artificial Intelligence, 2024

Practical Considerations of Fully Homomorphic Encryption in Privacy-Preserving Machine Learning.

Dan Chia-Tien Lo, Yong Shi, Hossain Shahriar, Bobin Deng, Xinyue Zhang, Mei-Lan Chen

Proceedings of the IEEE International Conference on Big Data, 2024

Building a Resilient and Sustainable Grid: A Study of Challenges and Opportunities in AI for Smart Virtual Power Plants.

Md. Romyull Islam, Long Vu, Nobel Dhar, Bobin Deng, Kun Suo

Proceedings of the 2024 ACM Southeast Conference, 2024

Evaluation of Thermal Stress on IoT-based Federated Learning.

Yi Gu, Liang Zhao, Bobin Deng, Shaoen Wu

Proceedings of the 2024 ACM Southeast Conference, 2024

An Empirical Analysis and Resource Footprint Study of Deploying Large Language Models on Edge Devices.

Nobel Dhar, Bobin Deng, Dan C. Lo, Xiaofeng Wu, Liang Zhao, Kun Suo

Proceedings of the 2024 ACM Southeast Conference, 2024

2023

Serverless-DFS: Serverless Federated Learning with Dynamic Forest Strategy.

Bobin Deng, Xinyue Zhang, Dan Chia-Tien Lo

Proceedings of the 12th International Conference on Networks, Communication and Computing, 2023

Deep Machine Learning on Segmenting and Classifying Crop Images Taken by Unmanned Aerial Vehicle.

Dan Chia-Tien Lo, Bobin Deng, Yong Shi

Proceedings of the IEEE International Conference on Big Data, 2023

2022

Scalable Energy-Efficient Microarchitectures With Computational Error Tolerance Via Redundant Residue Number Systems.

Bobin Deng, Sriseshan Srikanth, Anirudh Jain, Thomas M. Conte, Erik DeBenedictis, Jeanine E. Cook

IEEE Trans. Computers, 2022

2021

Scalable Energy-efficient Microarchitectures with Computational Error Tolerance.

Bobin Deng

PhD thesis, 2021

2018

Extending Moore's Law via Computationally Error-Tolerant Computing.

Bobin Deng, Sriseshan Srikanth, Eric R. Hein, Thomas M. Conte, Erik DeBenedictis, Jeanine E. Cook, Michael P. Frank

ACM Trans. Archit. Code Optim., 2018

Memory System Design for Ultra Low Power, Computationally Error Resilient Processor Microarchitectures.

Sriseshan Srikanth, Paul G. Rabbat, Eric R. Hein, Bobin Deng, Thomas M. Conte, Erik DeBenedictis, Jeanine E. Cook, Michael P. Frank

Proceedings of the IEEE International Symposium on High Performance Computer Architecture, 2018

2016

A Brief Survey of Non-Residue Based Computational Error Correction.

Sriseshan Srikanth, Bobin Deng, Thomas M. Conte

CoRR, 2016

Computationally-redundant energy-efficient processing for y'all (CREEPY).

Bobin Deng, Sriseshan Srikanth, Eric R. Hein, Paul G. Rabbat, Thomas M. Conte, Erik DeBenedictis, Jeanine E. Cook

Proceedings of the IEEE International Conference on Rebooting Computing, 2016

Energy efficiency limits of logic and memory.

Sapan Agarwal, Jeanine E. Cook, Erik DeBenedictis, Michael P. Frank, Gert Cauwenberghs, Sriseshan Srikanth, Bobin Deng, Eric R. Hein, Paul G. Rabbat, Thomas M. Conte

Proceedings of the IEEE International Conference on Rebooting Computing, 2016

2014

Efficient execution of speculative threads and transactions with hardware transactional memory.

Gongming Li, Hong An, Qi Li, Bobin Deng, Wenbo Dai

Future Gener. Comput. Syst., 2014

2012

Priority-based squash reducing methods in thread level speculation.

Qi Li, Hong An, Wenbo Dai, Gongming Li, Bobin Deng, Yu Liu, Xiaomei Li, Shilei Wu

Int. J. Inf. Technol. Commun. Convergence, 2012

Distributed replay protocol for distributed uniprocessors.

Mengjie Mao, Hong An, Bobin Deng, Tao Sun, Xuechao Wei, Wei Zhou, Wenting Han

Proceedings of the International Conference on Supercomputing, 2012

SeTM: Efficient Execution of Speculative Threads with Hardware Transactional Memory.

Gongming Li, Hong An, Qi Li, Bobin Deng, Wenbo Dai

Proceedings of the 18th IEEE International Conference on Parallel and Distributed Systems, 2012

Distributed Control Independence for Composable Multi-processors.

Mengjie Mao, Hong An, Tao Sun, Qi Li, Bobin Deng, Xuechao Wei, Junrui Zhou

Proceedings of the 2012 IEEE/ACIS 11th International Conference on Computer and Information Science, Shanghai, China, May 30, 2012

Value Predicted LogSPoTM: Improve the Parallesim of Thread Level System by Using a Value Predictor.

Bobin Deng, Hong An, Qi Li, Gongming Li, Mengjie Mao

Proceedings of the 2012 IEEE/ACIS 11th International Conference on Computer and Information Science, Shanghai, China, May 30, 2012

2011

A Priority-Aware NoC to Reduce Squashes in Thread Level Speculation for Chip Multiprocessors.

Wenbo Dai, Hong An, Qi Li, Gongming Li, Bobin Deng, Shilei Wu, Xiaomei Li, Yu Liu

Proceedings of the IEEE International Symposium on Parallel and Distributed Processing with Applications, 2011