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  • Qinru Qiu
2020

Accelerating Block-Circulant Matrix-Based Neural Network Layer on a General Purpose Computing Platform: A Design Guideline

Pugdeethosapol, K., Jin, Z., Rider, D. & Qiu, Q., Jan 1 2020, Advances in Information and Communication - Proceedings of the 2020 Future of Information and Communication Conference FICC. Arai, K., Kapoor, S. & Bhatia, R. (eds.). Springer, p. 419-435 17 p. (Advances in Intelligent Systems and Computing; vol. 1130 AISC).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Database and Benchmark for Early-stage Malicious Activity Detection in 3D Printing

Ma, X., Li, Z., Li, H., An, Q., Qiu, Q., Xu, W. & Wang, Y., Jan 2020, ASP-DAC 2020 - 25th Asia and South Pacific Design Automation Conference, Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 494-499 6 p. 9045180. (Proceedings of the Asia and South Pacific Design Automation Conference, ASP-DAC; vol. 2020-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2019

A General Framework to Map Neural Networks onto Neuromorphic Processor

Fang, H., Shrestha, A., Zhao, Z., Wang, Y. & Qiu, Q., Apr 23 2019, Proceedings of the 20th International Symposium on Quality Electronic Design, ISQED 2019. IEEE Computer Society, p. 20-25 6 p. 8697495. (Proceedings - International Symposium on Quality Electronic Design, ISQED; vol. 2019-March).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

An event-driven neuromorphic system with biologically plausible temporal dynamics

Fang, H., Shrestha, A., Zhao, Z., Li, Y. & Qiu, Q., Nov 2019, 2019 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2019 - Digest of Technical Papers. Institute of Electrical and Electronics Engineers Inc., 8942083. (IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD; vol. 2019-November).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Approximating back-propagation for a biologically plausible local learning rule in spiking neural networks

Shrestha, A., Fang, H., Wu, Q. & Qiu, Q., Jul 23 2019, ICONS 2019 - Proceedings of International Conference on Neuromorphic Systems. Association for Computing Machinery, a10. (ACM International Conference Proceeding Series).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

A simulation framework for fast design space exploration of unmanned air system traffic management policies

Zhao, Z., Luo, C., Zhao, J., Qiu, Q., Gursoy, M. C., Caicedo, C. & Basti, F., Apr 2019, ICNS 2019 - 2019 Integrated Communications, Navigation and Surveillance Conference: Enabling Future Flight through Evolving ICNS Technologies. Institute of Electrical and Electronics Engineers Inc., 8735348. (Integrated Communications, Navigation and Surveillance Conference, ICNS; vol. 2019-April).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Autonomous UAV with Learned Trajectory Generation and Control

Li, Y., Li, M., Sanyal, A., Wang, Y. & Qiu, Q., Oct 2019, 2019 IEEE International Workshop on Signal Processing Systems, SiPS 2019. Institute of Electrical and Electronics Engineers Inc., p. 115-120 6 p. 9020508. (IEEE Workshop on Signal Processing Systems, SiPS: Design and Implementation; vol. 2019-October).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Autonomous waypoint planning, optimal trajectory generation and nonlinear tracking control for multi-rotor UAVS

Eslamiat, H., Li, Y., Wang, N., Sanyal, A. & Qiu, Q., Jun 1 2019, 2019 18th European Control Conference, ECC 2019. Institute of Electrical and Electronics Engineers Inc., p. 2695-2700 6 p. 8795855. (2019 18th European Control Conference, ECC 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Autonomous waypoints planning and trajectory generation for multi-rotor UAVs

Li, Y., Eslamiat, H., Wang, N., Zhao, Z., Sanyal, A. & Qiu, Q., Apr 15 2019, DESTION 2019 - Proceedings of the Workshop on Design Automation for CPS and IoT. Ramachandran, G. S. & Ortiz, J. (eds.). Association for Computing Machinery, Inc, p. 31-40 10 p. (DESTION 2019 - Proceedings of the Workshop on Design Automation for CPS and IoT).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Open Access
4 Scopus citations

Efficient cloud resource management using neuromorphic modeling and prediction for virtual machine resource utilization

Li, Z., Ma, X., Li, J., Qiu, Q. & Wang, Y., Jun 2019, 2019 IEEE International Conference on Embedded Software and Systems, ICESS 2019. Institute of Electrical and Electronics Engineers Inc., 8782503. (2019 IEEE International Conference on Embedded Software and Systems, ICESS 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

E-RNN: Design optimization for efficient recurrent neural networks in FPGAS

Li, Z., Ding, C., Wang, S., Wen, W., Zhuo, Y., Liu, C., Qiu, Q., Xu, W., Lin, X., Qian, X. & Wang, Y., Mar 26 2019, Proceedings - 25th IEEE International Symposium on High Performance Computer Architecture, HPCA 2019. Institute of Electrical and Electronics Engineers Inc., p. 69-80 12 p. 8675229. (Proceedings - 25th IEEE International Symposium on High Performance Computer Architecture, HPCA 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations

Fast and accurate trajectory tracking for unmanned aerial vehicles based on deep reinforcement learning

Li, Y., Li, H., Li, Z., Fang, H., Sanyal, A. K., Wang, Y. & Qiu, Q., Aug 2019, Proceedings - 2019 IEEE 25th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2019. Institute of Electrical and Electronics Engineers Inc., 8864571. (Proceedings - 2019 IEEE 25th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Reinforcement learning with analogue memristor arrays

Wang, Z., Li, C., Song, W., Rao, M., Belkin, D., Li, Y., Yan, P., Jiang, H., Lin, P., Hu, M., Strachan, J. P., Ge, N., Barnell, M., Wu, Q., Barto, A. G., Qiu, Q., Williams, R. S., Xia, Q. & Yang, J. J., Mar 1 2019, In : Nature Electronics. 2, 3, p. 115-124 10 p.

Research output: Contribution to journalArticle

34 Scopus citations

Simulation of Real-time Routing for UAS traffic Management with Communication and Airspace Safety Considerations

Jin, Z., Zhao, Z., Luo, C., Basti, F., Solomon, A., Gursoy, M. C., Caicedo Bastidas, C. E. & Qiu, Q., Sep 2019, DASC 2019 - 38th Digital Avionics Systems Conference, Proceedings. Institute of Electrical and Electronics Engineers Inc., 9081675. (AIAA/IEEE Digital Avionics Systems Conference - Proceedings; vol. 2019-September).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Temporal and spatial routing for large scale safe and connected UAS traffic management in urban areas

Zhao, Z., Jin, Z., Luo, C., Fang, H., Basti, F., Cenk Gursoy, M., Caicedo, C. & Qiu, Q., Aug 2019, Proceedings - 2019 IEEE 25th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2019. Institute of Electrical and Electronics Engineers Inc., 8864561. (Proceedings - 2019 IEEE 25th International Conference on Embedded and Real-Time Computing Systems and Applications, RTCSA 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2018

Capacitive neural network with neuro-transistors

Wang, Z., Rao, M., Han, J. W., Zhang, J., Lin, P., Li, Y., Li, C., Song, W., Asapu, S., Midya, R., Zhuo, Y., Jiang, H., Yoon, J. H., Upadhyay, N. K., Joshi, S., Hu, M., Strachan, J. P., Barnell, M., Wu, Q., Wu, H. & 4 others, Qiu, Q., Williams, R. S., Xia, Q. & Yang, J. J., Dec 1 2018, In : Nature Communications. 9, 1, 3208.

Research output: Contribution to journalArticle

45 Scopus citations

C-LSTM: Enabling efficient LSTM using structured compression techniques on FPGAs

Wang, S., Li, Z., Ding, C., Yuan, B., Qiu, Q., Wang, Y. & Liang, Y., Feb 15 2018, FPGA 2018 - Proceedings of the 2018 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays. Association for Computing Machinery, Inc, p. 11-20 10 p. (FPGA 2018 - Proceedings of the 2018 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays; vol. 2018-February).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

51 Scopus citations

Efficient recurrent neural networks using structured matrices in FPGAS

Li, Z., Wang, S., Ding, C., Qiu, Q., Wang, Y. & Liang, Y., Jan 1 2018.

Research output: Contribution to conferencePaper

2 Scopus citations

HEIF: Highly Efficient Stochastic Computing based Inference Framework for Deep Neural Networks

Li, Z., Li, J., Ren, A., Cai, R., Ding, C., Qian, X., Draper, J., Yuan, B., Tang, J., Qiu, Q. & Wang, Y., Jul 3 2018, (Accepted/In press) In : IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

Research output: Contribution to journalArticle

5 Scopus citations

Learning Topics Using Semantic Locality

Zhao, Z., Pugdeethosapol, K., Lin, S., Li, Z., Ding, C., Wang, Y. & Qiu, Q., Nov 26 2018, 2018 24th International Conference on Pattern Recognition, ICPR 2018. Institute of Electrical and Electronics Engineers Inc., p. 3710-3715 6 p. 8546223. (Proceedings - International Conference on Pattern Recognition; vol. 2018-August).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Modular spiking neural circuits for mapping long short-term memory on a neurosynaptic processor

Shrestha, A., Ahmed, K., Wang, Y., Widemann, D. P., Moody, A. T., Van Essen, B. C. & Qiu, Q., Dec 2018, In : IEEE Journal on Emerging and Selected Topics in Circuits and Systems. 8, 4, p. 782-795 14 p., 8410868.

Research output: Contribution to journalArticle

1 Scopus citations

Optimizing data transfers for improved performance on shared GPUs using reinforcement learning

Luley, R. S. & Qiu, Q., Jul 13 2018, Proceedings - 18th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, CCGRID 2018. Institute of Electrical and Electronics Engineers Inc., p. 378-381 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Scalable NoC-based Neuromorphic Hardware Learning and Inference

Fang, H., Shrestha, A., De Ma, M. & Qiu, Q., Oct 10 2018, 2018 International Joint Conference on Neural Networks, IJCNN 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-July. 8489619

Research output: Chapter in Book/Report/Conference proceedingConference contribution

6 Scopus citations

Towards budget-driven hardware optimization for deep convolutional neural networks using stochastic computing

Li, Z., Li, J., Ren, A., Ding, C., Draper, J., Qiu, Q., Yuan, B. & Wang, Y., Aug 7 2018, Proceedings - 2018 IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2018. IEEE Computer Society, Vol. 2018-July. p. 28-33 6 p. 8429337

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Towards ultra-high performance and energy efficiency of deep learning systems: An algorithm-hardware co-optimization framework

Wang, Y., Ding, C., Li, Z., Yuan, G., Liao, S., Ma, X., Yuan, B., Qian, X., Tang, J., Qiu, Q. & Lin, X., Jan 1 2018, 32nd AAAI Conference on Artificial Intelligence, AAAI 2018. AAAI Press, p. 4235-4243 9 p. (32nd AAAI Conference on Artificial Intelligence, AAAI 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

9 Scopus citations
2017

A Hierarchical Framework of Cloud Resource Allocation and Power Management Using Deep Reinforcement Learning

Liu, N., Li, Z., Xu, J., Xu, Z., Lin, S., Qiu, Q., Tang, J. & Wang, Y., Jul 13 2017, Proceedings - IEEE 37th International Conference on Distributed Computing Systems, ICDCS 2017. Lee, K. & Liu, L. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 372-382 11 p. 7979983. (Proceedings - International Conference on Distributed Computing Systems).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

62 Scopus citations

AnRAD: A Neuromorphic Anomaly Detection Framework for Massive Concurrent Data Streams

Chen, Q., Luley, R., Wu, Q., Bishop, M., Linderman, R. W. & Qiu, Q., Mar 17 2017, (Accepted/In press) In : IEEE Transactions on Neural Networks and Learning Systems.

Research output: Contribution to journalArticle

8 Scopus citations

A spike-based long short-term memory on a neurosynaptic processor

Shrestha, A., Ahmed, K., Wang, Y., Widemann, D. P., Moody, A. T., Van Essen, B. C. & Qiu, Q., Dec 13 2017, 2017 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-November. p. 631-637 7 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

5 Scopus citations

Assisting fuzzy offline handwriting recognition using recurrent belief propagation

Li, Y., Li, Z. & Qiu, Q., Feb 9 2017, 2016 IEEE Symposium Series on Computational Intelligence, SSCI 2016. Institute of Electrical and Electronics Engineers Inc., 7850026

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

CIRCNN: Accelerating and compressing deep neural networks using block-circulant weight matrices

Ding, C., Liao, S., Wang, Y., Li, Z., Liu, N., Zhuo, Y., Wang, C., Qian, X., Bai, Y., Yuan, G., Ma, X., Zhang, Y., Tang, J., Qiu, Q., Lin, X. & Yuan, B., Oct 14 2017, MICRO 2017 - 50th Annual IEEE/ACM International Symposium on Microarchitecture Proceedings. IEEE Computer Society, Vol. Part F131207. p. 395-408 14 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

68 Scopus citations

Energy-efficient, high-performance, highly-compressed deep neural network design using block-circulant matrices

Liao, S., Li, Z., Lin, X., Qiu, Q., Wang, Y. & Yuan, B., Dec 13 2017, 2017 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-November. p. 458-465 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

8 Scopus citations

Hardware-driven nonlinear activation for stochastic computing based deep convolutional neural networks

Li, J., Yuan, Z., Li, Z., Ding, C., Ren, A., Qiu, Q., Draper, J. & Wang, Y., Jun 30 2017, 2017 International Joint Conference on Neural Networks, IJCNN 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-May. p. 1230-1236 7 p. 7965993

Research output: Chapter in Book/Report/Conference proceedingConference contribution

21 Scopus citations

Normalization and dropout for stochastic computing-based deep convolutional neural networks

Li, J., Yuan, Z., Li, Z., Ren, A., Ding, C., Draper, J., Nazarian, S., Qiu, Q., Yuan, B. & Wang, Y., Jan 1 2017, (Accepted/In press) In : Integration.

Research output: Contribution to journalArticle

2 Scopus citations

Real-time anomaly detection for streaming data using burst code on a neurosynaptic processor

Chen, Q. & Qiu, Q., May 11 2017, Proceedings of the 2017 Design, Automation and Test in Europe, DATE 2017. Institute of Electrical and Electronics Engineers Inc., p. 205-207 3 p. 7926983

Research output: Chapter in Book/Report/Conference proceedingConference contribution

4 Scopus citations

SC-DCNN: Highly-scalable deep convolutional neural network using stochastic computing

Ren, A., Li, Z., Ding, C., Qiu, Q., Wang, Y., Li, J., Qian, X. & Yuan, B., Apr 4 2017, In : ACM SIGPLAN Notices. 52, 4, p. 405-418 14 p.

Research output: Contribution to journalArticle

13 Scopus citations

SC-DCNN: Highly-scalable deep convolutional neural network using stochastic computing

Ren, A., Li, Z., Ding, C., Qiu, Q., Wang, Y., Li, J., Qian, X. & Yuan, B., Apr 4 2017, ASPLOS 2017 - 22nd International Conference on Architectural Support for Programming Languages and Operating Systems. Association for Computing Machinery, Vol. Part F127193. p. 405-418 14 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

51 Scopus citations

Softmax regression design for stochastic computing based deep convolutional neural networks

Yuan, Z., Li, J., Li, Z., Ding, C., Ren, A., Yuan, B., Qiu, Q., Draper, J. & Wang, Y., May 10 2017, GLSVLSI 2017 - Proceedings of the Great Lakes Symposium on VLSI 2017. Association for Computing Machinery, Vol. Part F127756. p. 467-470 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

10 Scopus citations

Stable spike-timing dependent plasticity rule for multilayer unsupervised and supervised learning

Shrestha, A., Ahmed, K., Wang, Y. & Qiu, Q., Jun 30 2017, 2017 International Joint Conference on Neural Networks, IJCNN 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-May. p. 1999-2006 8 p. 7966096

Research output: Chapter in Book/Report/Conference proceedingConference contribution

8 Scopus citations

Structural design optimization for deep convolutional neural networks using stochastic computing

Li, Z., Ren, A., Li, J., Qiu, Q., Yuan, B., Draper, J. & Wang, Y., May 11 2017, Proceedings of the 2017 Design, Automation and Test in Europe, DATE 2017. Institute of Electrical and Electronics Engineers Inc., p. 250-253 4 p. 7926991

Research output: Chapter in Book/Report/Conference proceedingConference contribution

17 Scopus citations

Towards acceleration of deep convolutional neural networks using stochastic computing

Li, J., Ren, A., Li, Z., Ding, C., Yuan, B., Qiu, Q. & Wang, Y., Feb 16 2017, 2017 22nd Asia and South Pacific Design Automation Conference, ASP-DAC 2017. Institute of Electrical and Electronics Engineers Inc., p. 115-120 6 p. 7858306

Research output: Chapter in Book/Report/Conference proceedingConference contribution

24 Scopus citations
2016

A low-computation-complexity, energy-efficient, and high-performance linear program solver using memristor crossbars

Cai, R., Ren, A., Wang, Y., Soundarajan, S., Qiu, Q., Yuan, B. & Bogdan, P., Jul 2 2016, Proceedings - 29th IEEE International System on Chip Conference, SOCC 2016. Bhatia, K., Alioto, M., Zhao, D., Marshall, A. & Sridhar, R. (eds.). IEEE Computer Society, p. 317-322 6 p. 7905500. (International System on Chip Conference; vol. 0).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

2 Scopus citations

A Neuromorphic Architecture for Context Aware Text Image Recognition

Qiu, Q., Li, Z., Ahmed, K., Liu, W., Habib, S. F., Li, H. H. & Hu, M., Sep 1 2016, In : Journal of Signal Processing Systems. 84, 3, p. 355-369 15 p.

Research output: Contribution to journalArticle

5 Scopus citations

Designing reconfigurable large-scale deep learning systems using stochastic computing

Ren, A., Li, Z., Wang, Y., Qiu, Q. & Yuan, B., Nov 8 2016, 2016 IEEE International Conference on Rebooting Computing, ICRC 2016 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 7738685

Research output: Chapter in Book/Report/Conference proceedingConference contribution

16 Scopus citations

Distributed and configurable architecture for neuromorphic applications on heterogeneous cluster

Ahmed, K., Qiu, Q. & Tamhankar, M., Nov 28 2016, 2016 IEEE High Performance Extreme Computing Conference, HPEC 2016. Institute of Electrical and Electronics Engineers Inc., 7761598

Research output: Chapter in Book/Report/Conference proceedingConference contribution

DSCNN: Hardware-oriented optimization for Stochastic Computing based Deep Convolutional Neural Networks

Li, Z., Ren, A., Li, J., Qiu, Q., Wang, Y. & Yuan, B., Nov 22 2016, Proceedings of the 34th IEEE International Conference on Computer Design, ICCD 2016. Institute of Electrical and Electronics Engineers Inc., p. 678-681 4 p. 7753357

Research output: Chapter in Book/Report/Conference proceedingConference contribution

32 Scopus citations

Effective utilization of CUDA hyper-Q for improved power and performance efficiency

Luley, R. S. & Qiu, Q., Aug 2 2016, Proceedings - 2016 IEEE 30th International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2016. IEEE Computer Society, Vol. 2016-August. p. 1160-1169 10 p. 7529999

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Enhancing bidirectional association between deep image representations and loosely correlated texts

Chen, Q. & Qiu, Q., Oct 31 2016, 2016 International Joint Conference on Neural Networks, IJCNN 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-October. p. 3164-3171 8 p. 7727603

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Guest Editorial: Design and Applications of Neuromorphic Computing System

Li, H. H., Qiu, Q. & Wang, Y., Oct 1 2016, In : IEEE Transactions on Multi-Scale Computing Systems. 2, 4, p. 223-224 2 p., 7792817.

Research output: Contribution to journalEditorial

Probabilistic inference using stochastic spiking neural networks on a neurosynaptic processor

Ahmed, K., Shrestha, A., Qiu, Q. & Wu, Q., Oct 31 2016, 2016 International Joint Conference on Neural Networks, IJCNN 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-October. p. 4286-4293 8 p. 7727759

Research output: Chapter in Book/Report/Conference proceedingConference contribution

7 Scopus citations

Simulation of Bayesian learning and inference on distributed stochastic spiking neural networks

Ahmed, K., Shrestha, A. & Qiu, Q., Oct 31 2016, 2016 International Joint Conference on Neural Networks, IJCNN 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-October. p. 1044-1051 8 p. 7727313

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations