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  • Qinru Qiu
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. Institute of Electrical and Electronics Engineers Inc., p. 372-382 11 p. 7979983

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

45 Scopus citations

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., Apr 19 2017, Proceedings - 29th IEEE International System on Chip Conference, SOCC 2016. IEEE Computer Society, p. 317-322 6 p. 7905500

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

2 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

7 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

54 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

6 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

18 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

1 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

3 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

45 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

9 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

15 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

21 Scopus citations
2016

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

14 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

28 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

2 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

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

4 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

System design for in-hardware STDP learning and spiking based probablistic inference

Ahmed, K., Shrestha, A., Wang, Y. & Qiu, Q., Sep 2 2016, Proceedings - IEEE Computer Society Annual Symposium on VLSI, ISVLSI 2016. IEEE Computer Society, Vol. 2016-September. p. 272-277 6 p. 7560209

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

2 Scopus citations

Towards memristor based accelerator for sparse matrix vector multiplication

Cui, J. & Qiu, Q., Jul 29 2016, ISCAS 2016 - IEEE International Symposium on Circuits and Systems. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-July. p. 121-124 4 p. 7527185

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

12 Scopus citations

Towards parallel implementation of associative inference for cogent confabulation

Li, Z., Qiu, Q. & Tamhankar, M., Nov 28 2016, 2016 IEEE High Performance Extreme Computing Conference, HPEC 2016. Institute of Electrical and Electronics Engineers Inc., 7761623

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

2 Scopus citations
2015

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., Nov 4 2015, (Accepted/In press) In : Journal of Signal Processing Systems.

Research output: Contribution to journalArticle

4 Scopus citations

Chip multiprocessor performance modeling for contention aware task migration and frequency scaling

Shen, H. & Qiu, Q., Sep 1 2015, In : Journal of Low Power Electronics. 11, 3, p. 263-277 15 p.

Research output: Contribution to journalArticle

Cloning your mind: Security challenges in cognitive system designs and their solutions

Liu, B., Wu, C., Li, H., Chen, Y., Wu, Q., Barnell, M. & Qiu, Q., Jul 24 2015, Proceedings - Design Automation Conference. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-July. 7167279

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

3 Scopus citations

FPGA acceleration of recurrent neural network based language model

Li, S., Wu, C., Li, H., Li, B., Wang, Y. & Qiu, Q., Jul 15 2015, Proceedings - 2015 IEEE 23rd Annual International Symposium on Field-Programmable Custom Computing Machines, FCCM 2015. Institute of Electrical and Electronics Engineers Inc., p. 111-118 8 p. 7160054

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

45 Scopus citations

Self-structured confabulation network for fast anomaly detection and reasoning

Chen, Q., Wu, Q., Bishop, M., Linderman, R. & Qiu, Q., Sep 28 2015, Proceedings of the International Joint Conference on Neural Networks. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-September. 7280371

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

3 Scopus citations

The applications of memristor devices in next-generation cortical processor designs

Li, H., Liu, B., Liu, X., Mao, M., Chen, Y., Wu, Q. & Qiu, Q., Jul 27 2015, Proceedings - IEEE International Symposium on Circuits and Systems. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-July. p. 17-20 4 p. 7168559

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

2 Scopus citations