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  • Yu Cao
2020

Accurate Inference with Inaccurate RRAM Devices: A Joint Algorithm-Design Solution

Charan, G., Mohanty, A., Du, X., Krishnan, G., Joshi, R. V. & Cao, Y., Jan 1 2020, (Accepted/In press) In : IEEE Journal on Exploratory Solid-State Computational Devices and Circuits.

Research output: Contribution to journalArticle

Open Access

GAR: Graph assisted reasoning for object detection

Li, Z., Du, X. & Cao, Y., Mar 2020, Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020. Institute of Electrical and Electronics Engineers Inc., p. 1284-1293 10 p. 9093559. (Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020).

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

Performance modeling for CNN inference accelerators on FPGA

Ma, Y., Cao, Y., Vrudhula, S. & Seo, J. S., Apr 2020, In : IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. 39, 4, p. 843-856 14 p., 8634939.

Research output: Contribution to journalArticle

1 Scopus citations
2019

A 1.06-μW Smart ECG Processor in 65-nm CMOS for Real-Time Biometric Authentication and Personal Cardiac Monitoring

Yin, S., Kim, M., Kadetotad, D., Liu, Y., Bae, C., Kim, S. J., Cao, Y. & Seo, J. S., Aug 2019, In : IEEE Journal of Solid-State Circuits. 54, 8, p. 2316-2326 11 p., 8713394.

Research output: Contribution to journalArticle

2 Scopus citations

A Real-Time 17-Scale Object Detection Accelerator with Adaptive 2000-Stage Classification in 65 nm CMOS

Kim, M., Mohanty, A., Kadetotad, D., Wei, L., He, X., Cao, Y. & Seo, J. S., Oct 2019, In : IEEE Transactions on Circuits and Systems I: Regular Papers. 66, 10, p. 3843-3853 11 p., 8741167.

Research output: Contribution to journalArticle

Corrigendum: Large-scale neuromorphic spiking array processors: A quest to mimic the brain (Frontiers in Neuroscience (2018) 12 (891) DOI: 10.3389/fnins.2018.00891)

Thakur, C. S., Molin, J. L., Cauwenberghs, G., Indiveri, G., Kumar, K., Qiao, N., Schemmel, J., Wang, R., Chicca, E., Hasler, J. O., Seo, J., Yu, S., Cao, Y., Van Schaik, A. & Etienne-Cummings, R., Jan 1 2019, In : Frontiers in Neuroscience. 13, JAN, 991.

Research output: Contribution to journalComment/debate

Open Access

Efficient Network Construction through Structural Plasticity

Du, X., Li, Z., Ma, Y. & Cao, Y., Sep 2019, In : IEEE Journal on Emerging and Selected Topics in Circuits and Systems. 9, 3, p. 453-464 12 p., 8788560.

Research output: Contribution to journalArticle

1 Scopus citations

Single-Net continual learning with progressive segmented training

Du, X., Charan, G., Liu, F. & Cao, Y., Dec 2019, Proceedings - 18th IEEE International Conference on Machine Learning and Applications, ICMLA 2019. Wani, M. A., Khoshgoftaar, T. M., Wang, D., Wang, H. & Seliya, N. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1629-1636 8 p. 8999103. (Proceedings - 18th IEEE International Conference on Machine Learning and Applications, ICMLA 2019).

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

Towards efficient neural networks on-a-chip: Joint hardware-algorithm approaches

Du, X., Krishnan, G., Mohanty, A., Li, Z., Charan, G. & Cao, Y., Mar 2019, China Semiconductor Technology International Conference 2019, CSTIC 2019. Claeys, C., Huang, R., Wu, H., Lin, Q., Liang, S., Song, P., Guo, Z., Lai, K., Zhang, Y., Qu, X., Lung, H-L. & Yu, W. (eds.). Institute of Electrical and Electronics Engineers Inc., 8755608. (China Semiconductor Technology International Conference 2019, CSTIC 2019).

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

1 Scopus citations
2018

Accelerated BTI degradation under stochastic TDDB effect

Patra, D., Reza, A. K., Katoozi, M., Cannon, E. H., Roy, K. & Cao, Y., May 25 2018, 2018 IEEE International Reliability Physics Symposium, IRPS 2018. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-March. p. 5C.51-5C.54

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

3 Scopus citations

Adaptive accelerated aging for 28 nm HKMG technology

Patra, D., Reza, A. K., Hassan, M. K., Katoozi, M., Cannon, E. H., Roy, K. & Cao, Y., Jan 1 2018, In : Microelectronics Reliability. 80, p. 149-154 6 p.

Research output: Contribution to journalArticle

1 Scopus citations

ALAMO: FPGA acceleration of deep learning algorithms with a modularized RTL compiler

Ma, Y., Suda, N., Cao, Y., Vrudhula, S. & Seo, J., Jun 2018, In : Integration. 62, p. 14-23 10 p.

Research output: Contribution to journalReview article

22 Scopus citations

Algorithm and hardware design of discrete-time spiking neural networks based on back propagation with binary activations

Yin, S., Venkataramanaiah, S. K., Chen, G. K., Krishnamurthy, R., Cao, Y., Chakrabarti, C. & Seo, J., Mar 23 2018, 2017 IEEE Biomedical Circuits and Systems Conference, BioCAS 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 1-4 4 p.

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

6 Scopus citations

Algorithm-hardware co-design of single shot detector for fast object detection on FPGAs

Ma, Y., Zheng, T., Cao, Y., Vrudhula, S. & Seo, J., Nov 5 2018, 2018 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2018 - Digest of Technical Papers. Institute of Electrical and Electronics Engineers Inc., a57

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

1 Scopus citations
2 Scopus citations

Compact modeling and simulation of accelerated circuit aging

Patra, D., Zhang, J., Wang, R., Katoozi, M., Cannon, E. H., Huang, R. & Cao, Y., May 9 2018, 2018 IEEE Custom Integrated Circuits Conference, CICC 2018. Institute of Electrical and Electronics Engineers Inc., p. 1-4 4 p.

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

2 Scopus citations

Generative Sensing: Transforming Unreliable Sensor Data for Reliable Recognition

Karam, L., Borkar, T., Cao, Y. & Chae, J., Jun 26 2018, Proceedings - IEEE 1st Conference on Multimedia Information Processing and Retrieval, MIPR 2018. Institute of Electrical and Electronics Engineers Inc., p. 100-105 6 p.

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

1 Scopus citations

Guest editors' introduction: Frontiers of hardware and algorithms for on-chip learning

Cao, Y., Li, X., Seo, J. & Dasika, G., Jul 2018, In : ACM Journal on Emerging Technologies in Computing Systems. 14, 2, 3205944.

Research output: Contribution to journalEditorial

42 Scopus citations

Process scalability of pulse-based circuits for analog image convolution

D'Angelo, R., Du, X., Salthouse, C. D., Hollosi, B., Freifeld, G., Uy, W., Huang, H., Tran, N., Chery, A., Seo, J., Cao, Y., Poppe, D. C. & Sonkusale, S. R., Sep 2018, In : IEEE Transactions on Circuits and Systems I: Regular Papers. 65, 9, p. 2929-2938 10 p., 8341826.

Research output: Contribution to journalArticle

Random sparse adaptation for accurate inference with inaccurate multi-level RRAM arrays

Mohanty, A., Du, X., Chen, P. Y., Seo, J., Yu, S. & Cao, Y., Jan 23 2018, 2017 IEEE International Electron Devices Meeting, IEDM 2017. Institute of Electrical and Electronics Engineers Inc., Vol. Part F134366. p. 6.3.1-6.3.4

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

5 Scopus citations

Towards a Wearable Cough Detector Based on Neural Networks

Kadambi, P., Mohanty, A., Ren, H., Smith, J., McGuinnes, K., Holt, K., Furtwaengler, A., Slepetys, R., Yang, Z., Seo, J., Chae, J., Cao, Y. & Berisha, V., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-April. p. 2161-2165 5 p. 8461394

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

1 Scopus citations
2017

A 1.06 μw smart ECG processor in 65 nm CMOS for real-time biometrie authentication and personal cardiac monitoring

Yin, S., Kim, M., Kadetotad, D., Liu, Y., Bae, C., Kim, S. J., Cao, Y. & Seo, J., Aug 10 2017, 2017 Symposium on VLSI Circuits, VLSI Circuits 2017. Institute of Electrical and Electronics Engineers Inc., p. C102-C103 8008563. (IEEE Symposium on VLSI Circuits, Digest of Technical Papers).

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

10 Scopus citations

Adaptive accelerated aging with 28nm HKMG technology

Patra, D., Reza, A. K., Hassan, M. K., Katoozi, M., Cannon, E. H., Roy, K. & Cao, Y., May 30 2017, 2017 International Reliability Physics Symposium, IRPS 2017. Institute of Electrical and Electronics Engineers Inc., p. CR2.1-CR2.4 7936351

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

1 Scopus citations

An automatic RTL compiler for high-throughput FPGA implementation of diverse deep convolutional neural networks

Ma, Y., Cao, Y., Vrudhula, S. & Seo, J., Oct 2 2017, 2017 27th International Conference on Field Programmable Logic and Applications, FPL 2017. Gohringer, D., Stroobandt, D., Mentens, N., Santambrogio, M. & Nurmi, J. (eds.). Institute of Electrical and Electronics Engineers Inc., 8056824. (2017 27th International Conference on Field Programmable Logic and Applications, FPL 2017).

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

43 Scopus citations

A real-time 17-scale object detection accelerator with adaptive 2000-stage classification in 65nm CMOS

Kim, M., Mohanty, A., Kadetotad, D., Suda, N., Wei, L., Saseendran, P., He, X., Cao, Y. & Seo, J., Feb 16 2017, 2017 22nd Asia and South Pacific Design Automation Conference, ASP-DAC 2017. Institute of Electrical and Electronics Engineers Inc., p. 21-22 2 p. 7858282

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

1 Scopus citations

A real-time 17-scale object detection accelerator with adaptive 2000-stage classification in 65nm CMOS

Kim, M., Mohanty, A., Kadetotad, D., Suda, N., Wei, L., Saseendran, P., He, X., Cao, Y. & Seo, J., Sep 25 2017, IEEE International Symposium on Circuits and Systems: From Dreams to Innovation, ISCAS 2017 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 8050798

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

Atomic Insights into the Enhanced Surface Stability in High Voltage Cathode Materials by Ultrathin Coating

Fang, X., Lin, F., Nordlund, D., Mecklenburg, M., Ge, M., Rong, J., Zhang, A., Shen, C., Liu, Y., Cao, Y., Doeff, M. M. & Zhou, C., Feb 17 2017, In : Advanced Functional Materials. 27, 7, 1602873.

Research output: Contribution to journalArticle

14 Scopus citations

Bi-Level rare temporal pattern detection

Zhou, D., He, J., Cao, Y. & Seo, J., Jan 31 2017, Proceedings - 16th IEEE International Conference on Data Mining, ICDM 2016. Institute of Electrical and Electronics Engineers Inc., p. 719-728 10 p. 7837896

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

2 Scopus citations

Cost-Effective Design Solutions for Enhancing PRAM Reliability and Performance

Yang, C., Mao, M., Cao, Y. & Chakrabarti, C., Jan 1 2017, In : IEEE Transactions on Multi-Scale Computing Systems. 3, 1, p. 1-11 11 p., 7422141.

Research output: Contribution to journalArticle

1 Scopus citations

Efficient prediction of 28nm path delay degradation under activity uncertainty

Patra, D., Bansal, A., Rao, R., Ramamurthy, A., Li, W., Shimelis, E. & Cao, Y., May 30 2017, 2017 International Reliability Physics Symposium, IRPS 2017. Institute of Electrical and Electronics Engineers Inc., p. CR5.1-CR5.4 7936354

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

End-to-end scalable FPGA accelerator for deep residual networks

Ma, Y., Kim, M., Cao, Y., Vrudhula, S. & Seo, J., Sep 25 2017, IEEE International Symposium on Circuits and Systems: From Dreams to Innovation, ISCAS 2017 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 8050344. (Proceedings - IEEE International Symposium on Circuits and Systems).

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

20 Scopus citations

Guest Editorial Special Issue on Nanoelectronic Devices and Circuits for Next Generation Sensing and Information Processing

Mohanty, S. P., Li, X., Li, H. & Cao, Y., May 1 2017, In : IEEE Transactions on Nanotechnology. 16, 3, p. 383-386 4 p., 7927514.

Research output: Contribution to journalEditorial

1 Scopus citations

Guest editors' introduction: Hardware and algorithms for on-chip learning

Cao, Y., Li, X., Kim, T. & Gupta, S., Feb 1 2017, In : ACM Journal on Emerging Technologies in Computing Systems. 13, 3, 30.

Research output: Contribution to journalEditorial

Heterogeneous memory design

Yang, C., Xu, Z., Chakrabarti, C. & Cao, Y., Jan 1 2017, VLSI: Circuits for Emerging Applications. CRC Press, p. 407-427 21 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Improving efficiency in sparse learning with the feedforward inhibitory motif

Xu, Z., Skorheim, S., Tu, M., Berisha, V., Yu, S., Seo, J., Bazhenov, M. & Cao, Y., Dec 6 2017, In : Neurocomputing. 267, p. 141-151 11 p.

Research output: Contribution to journalArticle

MNSIM: Simulation Platform for Memristor-based Neuromorphic Computing System

Xia, L., Li, B., Tang, T., Gu, P., Chen, P. Y., Yu, S., Cao, Y., Wang, Y., Xie, Y. & Yang, H., Jul 19 2017, (Accepted/In press) In : IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.

Research output: Contribution to journalArticle

21 Scopus citations

Monolithic 3D IC designs for low-power deep neural networks targeting speech recognition

Chang, K., Kadetotad, D., Cao, Y., Seo, J. & Lim, S. K., Aug 11 2017, ISLPED 2017 - IEEE/ACM International Symposium on Low Power Electronics and Design. Institute of Electrical and Electronics Engineers Inc., 8009175. (Proceedings of the International Symposium on Low Power Electronics and Design).

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

5 Scopus citations

Optimizing loop operation and dataflow in FPGA acceleration of deep convolutional neural networks

Ma, Y., Cao, Y., Vrudhula, S. & Seo, J., Feb 22 2017, FPGA 2017 - Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays. Association for Computing Machinery, Inc, p. 45-54 10 p. (FPGA 2017 - Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays).

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

111 Scopus citations

Review of Electronics Based on Single-Walled Carbon Nanotubes

Cao, Y., Cong, S., Cao, X., Wu, F., Liu, Q., Amer, M. R. & Zhou, C., Oct 1 2017, In : Topics in Current Chemistry. 375, 5, 75.

Research output: Contribution to journalReview article

22 Scopus citations

RTN in Scaled Transistors for On-Chip Random Seed Generation

Mohanty, A., Sutaria, K. B., Awano, H., Sato, T. & Cao, Y., Apr 12 2017, (Accepted/In press) In : IEEE Transactions on Very Large Scale Integration (VLSI) Systems.

Research output: Contribution to journalArticle

3 Scopus citations

TDDB in HfSiON/SiO2 dielectric stack: Büttiker probe based NEGF modeling, prediction and experiment

Reza, A. K., Hassan, M. K., Roy, K., Patra, D., Bansal, A. & Cao, Y., May 30 2017, 2017 International Reliability Physics Symposium, IRPS 2017. Institute of Electrical and Electronics Engineers Inc., p. DG5.1-DG5.6 7936362

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

3 Scopus citations
2016

A 65 nm Programmable ANalog Device Array (PANDA) for Analog Circuit Emulation

Suda, N., Suh, J., Hakim, N., Cao, Y. & Bakkaloglu, B., Jan 25 2016, (Accepted/In press) In : IEEE Transactions on Circuits and Systems I: Regular Papers.

Research output: Contribution to journalArticle

8 Scopus citations

Carbon Nanotube Macroelectronics for Active Matrix Polymer-Dispersed Liquid Crystal Displays

Cong, S., Cao, Y., Fang, X., Wang, Y., Liu, Q., Gui, H., Shen, C., Cao, X., Kim, E. S. & Zhou, C., Nov 22 2016, In : ACS Nano. 10, 11, p. 10068-10074 7 p.

Research output: Contribution to journalArticle

19 Scopus citations

Compact oscillation neuron exploiting metal-insulator-transition for neuromorphic computing

Chen, P. Y., Seo, J., Cao, Y. & Yu, S., Nov 7 2016, 2016 IEEE/ACM International Conference on Computer-Aided Design, ICCAD 2016. Institute of Electrical and Electronics Engineers Inc., 2967015. (IEEE/ACM International Conference on Computer-Aided Design, Digest of Technical Papers, ICCAD; vol. 07-10-November-2016).

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

10 Scopus citations

Design of a reliable RRAM-based PUF for compact hardware security primitives

Shrivastava, A., Chen, P. Y., Cao, Y., Yu, S. & Chakrabarti, C., Jul 29 2016, ISCAS 2016 - IEEE International Symposium on Circuits and Systems. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-July. p. 2326-2329 4 p. 7539050

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

1 Scopus citations

High-performance face detection with CPU-FPGA acceleration

Mohanty, A., Suda, N., Kim, M., Vrudhula, S., Seo, J. & Cao, Y., Jul 29 2016, ISCAS 2016 - IEEE International Symposium on Circuits and Systems. Institute of Electrical and Electronics Engineers Inc., Vol. 2016-July. p. 117-120 4 p. 7527184

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

7 Scopus citations