For a completed list of publications, see my Google Scholar.
(* denotes equal contribution, names are ranked alphabetically)
2023
Accelerating DNN Execution with Adaptive N:M Pruning on Both Weight and Data
Sai Qian Zhang, Thierry Tambe, Bradley McDanel, Xin Dong, Jeff Jun Zhang, David Brooks, Gu-Yeon Wei
Under submission.
2022
Xin Dong, Sai Qian Zhang, Ang Li, H.T. Kung
European Conference on Computer Vision (ECCV), 2022.
A Multi-agent Reinforcement Learning Approach for Efficient Client Selection in Federated Learning
Sai Qian Zhang, Jieyu Lin, Qi Zhang
Thirty-sixth AAAI Conference on Artificial Intelligence (AAAI), 2022.
Sai Qian Zhang, Bradley McDanel, H.T. Kung
IEEE International Symposium on High-Performance Computer Architecture (HPCA), 2022
2021
Sai Qian Zhang, Bradley McDanel, H.T. Kung, Xin Dong
ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2021.
Saturation RRAM Leveraging Bit-Level Sparsity Resulting from Term Quantization
Bradley McDanel, H.T. Kung, Sai Qian Zhang
IEEE International Symposium on Circuits and Systems (ISCAS), 2021.
2020
Sai Qian Zhang, Qi Zhang, Jieyu Lin
Neural Information Processing System (NeurIPS), 2020.
Term Quantization: Furthering Quantization at Run Time
H.T. Kung*, Bradley McDanel*, Sai Qian Zhang*
ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis (SC), 2020.
Sai Qian Zhang, Jieyu Lin, Qi Zhang
International Conference on Parallel Processing (ICPP), 2020.
Yuhang li, Xin Dong, Sai Qian Zhang, Haoli Bai, Yuanpeng chen, Wei Wang
Thirty-forth AAAI Conference on Artificial Intelligence (AAAI), 2020.
Jieyu Lin, Kristina Dzeparoska, Sai Qian Zhang, Alberto Leon-Garcia, Nicolas Papernot
IEEE Symposium on Security and Privacy (S&P) Deep Learning and Security workshop, 2020.
2019
Sai Qian Zhang* , Bradley McDanel*, H.T. Kung, Xin Dong
ACM International Conference on Supercomputing (ICS), 2019.
Efficient Communication in Multi-Agent Reinforcement Learning via Variance Based Control
Sai Qian Zhang, Qi Zhang, Jieyu Lin
Neural Information Processing System (NeurIPS), 2019.
H.T. Kung*, Bradley McDanel*, Sai Qian Zhang*
ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), 2019.
H.T. Kung*, Bradley McDanel*, Sai Qian Zhang*, Xin Dong, Chih Chiang Chen
IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP), 2019.
H.T. Kung*, Bradley McDanel*, Sai Qian Zhang*, et al
IEEE International Symposium on Circuits and Systems (ISCAS), 2019.
2018
Sai Qian Zhang, Feng Xue, Nageen Himayat, Shilpa Talwar, H.T. Kung
IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC), 2018.
Adaptive Tiling: Applying Fixed-size Systolic Arrays To Sparse Convolutional Neural Networks
H.T. Kung, Bradley McDanel, Sai Qian Zhang
24th International Conference on Pattern Recognition (ICPR), 2018.
H.T. Kung*, Bradley McDanel*, Sai Qian Zhang*
IEEE Workshop on Signal Processing Systems (SiPS), 2018.
2017-2015
Sai Qian Zhang, Qi Zhang, Ali Tizghadam, Byungchul Park, Hadi Bannazadeh, Alberto Leon-Garcia, Raouf Boutaba
Computer Networks 125: 26-40, 2017.
Sector: TCAM Space Aware Routing on SDN
Sai Qian Zhang, Qi Zhang, Ali Tizghadam, Byungchul Park, Hadi Bannazadeh, Alberto Leon-Garcia, Raouf Boutaba
International Teletraffic Congress (ITC), 2016.
Sai Qian Zhang, Ali Tizghadam, Byungchul Park, Hadi Bannazadeh, Alberto Leon-Garcia
IEEE/IFIP Network Operation and Management Symposium (NOMS), 2016.
Qi Zhang, Sai Qian Zhang, Alberto Leon-Garcia, Raouf Boutaba
IEEE International Conference on Distributed Computing Systems (ICDCS), 2015.
Sai Qian Zhang, Qi Zhang, Hadi Bannazadeh, Alberto Leon-Garcia
IEEE Transaction on Network and Service Management (TNSM): 580-594, 2015.
Sai Qian Zhang, Qi Zhang, Hadi Bannazadeh, Alberto Leon-Garcia
IEEE Transaction on Network and Service Management (TNSM): 580-594, 2015.
Sai Qian Zhang, Qi Zhang, Hadi Bannazadeh, Alberto Leon-Garcia
IEEE International Conference on Communication (ICC), 2015.
(best paper award)
Sai Qian Zhang, Pouya Yasrebi, Ali Tizghadam, Hadi Bannazadeh, Alberto Leon-Garcia
IEEE International Conference on Network Protocol (ICNP) workshop on Control, Operation and Application in SDN Protocol, 2015.
Qi Zhang, Sai Qian Zhang, Jieyu Lin, Hadi Bannazadeh, Alberto Leon-Garcia
IEEE International Symposium on Integrated Net-work Management (IM), 2015.