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  • Qinru Qiu

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

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

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 Bastidas, C. E. & Basti, F., Apr 1 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 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
2 Scopus citations

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

30 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

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, Vol. 2018-February. p. 11-20 10 p.

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

34 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

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

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 1 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

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

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

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

5 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

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

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

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

1 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., Vol. 2018-August. p. 3710-3715 6 p. 8546223

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., Jul 13 2018, (Accepted/In press) In : IEEE Journal on Emerging and Selected Topics in Circuits and Systems.

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

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

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

26 Scopus citations

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

5 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

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

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

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

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 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

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

7 Scopus citations