Xin Li | Scholars@Duke

Xin Li
Professor in the Department of Electrical and Computer Engineering

Prof. Xin Li received the Ph.D. degree in Electrical and Computer Engineering from Carnegie Mellon University, Pittsburgh, Pennsylvania, in 2005, and the M.S. and B.S. degrees in Electronics Engineering from Fudan University, Shanghai, China, in 2001 and 1998, respectively.

In 2005, he co-founded Xigmix Inc. to commercialize his PhD research, and served as the Chief Technical Officer until the company was acquired by Extreme DA in 2007. In 2011, Extreme DA was further acquired by Synopsis (Nasdaq: SNPS). From 2009 to 2012, he was the Assistant Director for FCRP Focus Research Center for Circuit & System Solutions (C2S2), a national consortium of 13 research universities (CMU, MIT, Stanford, Berkeley, UIUC, UMich, Columbia, UCLA, among others) chartered by the U.S. semiconductor industry and U.S. Department of Defense to work on next-generation integrated circuit design challenges. From 2014 to 2015, he was the Assistant Director for the Center for Silicon System Implementation (CSSI), a CMU research center with 20 faculty members working on integrated circuits and systems. His research interests include integrated circuit, signal processing and data analytics.

He was an Associate Editor of IEEE Trans. on Biomedical Engineering (TBME), IEEE Trans. on Computer-Aided Design of Integrated Circuits and Systems (TCAD), ACM Trans. on Design Automation of Electronic Systems (TODAES), IEEE Design & Test (D&T), and Journal of Low Power Electronics (JOLPE). He was the Guest Editor for IEEE TCAD, IEEE TNANO, IEEE TBD, IEEE D&T, IEEE JETCAS, ACM TCPS, ACM JETC and VLSI Integration. He served on the Executive Committee of ACM Special Interest Group on Design Automation (SIGDA), IEEE Systems, Man, and Cybernetics Society Technical Committee on Cybernetics for Cyber-Physical Systems (TCCCPS), and IEEE Computer Society Technical Committee on VLSI (TCVLSI). He was the General Chair of ISVLSI, iNIS and FAC, and the Technical Program Chair of CAD/Graphics. He also served on the ACM/SIGDA Outstanding PhD Dissertation Award Selection Committee, the IEEE TTTC E. J. McCluskey Best Doctoral Thesis Selection Committee, the IEEE Outstanding Young Author Award Selection Committee, the Executive Committee of ISVLSI, GLSVLSI and iNIS, and the Technical Program Committee of DAC, ICCAD, ITC, ISVLSI, FAC, CAD/Graphics, ASICON and VLSI. He received the NSF Faculty Early Career Development Award (CAREER) in 2012, two IEEE Donald O. Pederson Best Paper Awards in 2013 and 2016, the Best Paper Award from Design Automation Conference (DAC) in 2010, two IEEE/ACM William J. McCalla ICCAD Best Paper Awards in 2004 and 2011, and the Best Paper Award from International Symposium on Integrated Circuits (ISIC) in 2014. In addition to these awards, he also received six Best Paper Nominations from Design Automation Conference (DAC), International Conference on Computer-Aided Design (ICCAD) and Custom Integrated Circuits Conference (CICC).

Current Appointments & Affiliations

Professor in the Department of Electrical and Computer Engineering, Electrical and Computer Engineering, Pratt School of Engineering 2017
Director of Institute of Applied Physical Sciences and Engineering at Duke Kunshan University, DKU Faculty, Duke Kunshan University 2017
Director of Master of Engineering Program in Electrical and Computer Engineering at Duke Kunshan University, DKU Faculty, Duke Kunshan University 2017
Director of Data Science Research Center at Duke Kunshan University, DKU Faculty, Duke Kunshan University 2017
Associate Dean for Research at Duke Kunshan University, DKU Faculty, Duke Kunshan University 2019
Professor of Electrical and Computer Engineering at Duke Kunshan University, DKU Faculty, Duke Kunshan University 2017

Contact Information

130 Hudson Hall, Box 90291, Durham, NC 27708
2529 CIEMAS Building, Box 90291, Durham, NC 27708
xinli.ece@duke.edu
Li Research Group

Background
Education, Training, & Certifications
- Ph.D., Carnegie Mellon University 2005
- MR, Fudan University (China) 2001
Duke Appointment History
- Director of Data Science Research Center at Duke Kunshan University, DKU Faculty, Duke Kunshan University 2017 - 2019
- Professor of Electrical and Computer Engineering at Duke Kunshan University, DKU Faculty, Duke Kunshan University 2017 - 2019
- Adjunct Professor in the Department of Electrical and Computer Engineering, Electrical and Computer Engineering, Pratt School of Engineering 2016
Recognition
In the News
- OCT 26, 2018 Pratt School of Engineering
  
  Duke Engineers Are Inventing Headlights That Recognize Surrounding Environments
- MAR 5, 2018 Pratt School of Engineering
  
  Accelerating Self-Driving Car Innovation
- OCT 7, 2016 Pratt School of Engineering
  
  Xin Li: Pushing Integrated Circuits to New Heights and New Frontiers
Awards & Honors
Expertise
Global Scholarship
- Expertise
  - China (Country)
Research
Selected Grants
- IUCRC Proposal Phase 1 Duke: Center for Alternative Sustainable and Intelligent Computing (ASIC) awarded by National Science Foundation 2018 - 2023
- SHF: Small: Fast Sign-Off of Machine Learning Systems: From Circuit-Level Modeling to Statistical System Validation awarded by National Science Foundation 2018 - 2021
- SHF: Small: Re-thinking Polynomial Programming: Efficient Design and Optimization of Resilient Analog/RF Integrated Systems by Convexification awarded by National Science Foundation 2017 - 2019
- Planning IUCRC Duke University: Center for Alternative Sustainable and Intelligent Computing awarded by National Science Foundation 2017 - 2018
External Relationships
- Cadence Design Systems
- Carnegie Mellon University
- Chongqing University of Technology
- Donghua University
- East China Normal University
- East China Normal University
- Elsevier
- Fudan University
- National Science Foundation
- R&B Smart Devices
- Shandong Yingcai University
- Singapore Institute of Manufacturing Technology
- Springer Publishing Company
- Tsinghua University
- X&L Holding
Publications & Artistic Works
Selected Publications
- Academic Articles
  - Nguyen, C. M., X. Li, and R. D. S. Blanton. “Partial Bayesian Co-training for Virtual Metrology.” Ieee Transactions on Industrial Informatics 16, no. 5 (May 1, 2020): 2937–45. https://doi.org/10.1109/TII.2019.2903718.
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  - Pan, R., J. Tao, Y. Su, D. Zhou, X. Zeng, and X. Li. “Analog/RF post-silicon tuning via Bayesian optimization.” Acm Transactions on Design Automation of Electronic Systems 25, no. 1 (December 1, 2019). https://doi.org/10.1145/3365577.
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  - Seo, J. S., Y. Cao, X. Li, and P. Whatmough. “Guest editors’ introduction: Hardware and algorithms for energy-constrained on-chip machine learning (part 2).” Acm Journal on Emerging Technologies in Computing Systems 15, no. 4 (December 1, 2019). https://doi.org/10.1145/3359336.
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  - Feng, X., Y. Jiang, X. Yang, M. Du, and X. Li. “Computer vision algorithms and hardware implementations: A survey.” Integration 69 (November 1, 2019): 309–20. https://doi.org/10.1016/j.vlsi.2019.07.005.
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  - Tao, J., Y. Su, D. Zhou, X. Zeng, and X. Li. “Graph-Constrained Sparse Performance Modeling for Analog Circuit Optimization via SDP Relaxation.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 38, no. 8 (August 1, 2019): 1385–98. https://doi.org/10.1109/TCAD.2018.2848590.
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  - Seo, J. S., Y. Cao, X. Li, and P. Whatmough. “Guest editors' introduction to the special section on hardware and algorithms for energy-constrained on-chip machine learning.” Acm Journal on Emerging Technologies in Computing Systems 15, no. 2 (June 1, 2019). https://doi.org/10.1145/3322433.
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  - Saragadam, Vishwanath, Xin Li, and Aswin C. Sankaranarayanan. “Cross-Scale Predictive Dictionaries.” Ieee Transactions on Image Processing : A Publication of the Ieee Signal Processing Society 28, no. 2 (February 2019): 803–14. https://doi.org/10.1109/tip.2018.2869719.
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  - Alawieh, M. B., F. Wang, and X. Li. “Efficient hierarchical performance modeling for analog and mixed-signal circuits via Bayesian co-learning.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 37, no. 12 (December 1, 2018): 2986–98. https://doi.org/10.1109/TCAD.2018.2789778.
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  - Jun, M., R. Negi, S. Yin, M. Alawieh, F. Wang, M. Sunny, T. Mukherjee, and X. Li. “Environment-Adaptable Fast Multi-Resolution (EAF-MR) optimization in large-scale RF-FPGA systems.” Eurasip Journal on Wireless Communications and Networking 2018, no. 1 (December 1, 2018). https://doi.org/10.1186/s13638-018-1042-4.
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  - Zhu, Q., A. Sangiovanni-Vincentelli, S. Hu, and X. Li. “Design Automation for Cyber-Physical Systems [Scanning the Issue].” Proceedings of the Ieee 106, no. 9 (September 1, 2018): 1479–83. https://doi.org/10.1109/JPROC.2018.2865229.
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  - Liu, Y., X. Chen, D. Kadambi, A. Bari, X. Li, S. Hu, and P. Zhou. “Dependable visual light-based indoor localization with automatic anomaly detection for location-based service of mobile cyber-physical systems.” Acm Transactions on Cyber Physical Systems 3, no. 1 (August 1, 2018). https://doi.org/10.1145/3162051.
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  - Cao, Y., X. Li, J. S. Seo, and G. Dasika. “Guest editors' introduction: Frontiers of hardware and algorithms for on-chip learning.” Acm Journal on Emerging Technologies in Computing Systems 14, no. 2 (July 1, 2018). https://doi.org/10.1145/3205944.
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  - Xue, Y., X. Li, and R. D. Blanton. “Improving Diagnostic Resolution of Failing ICs Through Learning.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 37, no. 6 (June 1, 2018): 1288–97. https://doi.org/10.1109/TCAD.2016.2611499.
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  - Alawieh, M. B., F. Wang, and X. Li. “Identifying wafer-level systematic failure patterns via unsupervised learning.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 37, no. 4 (April 1, 2018): 832–44. https://doi.org/10.1109/TCAD.2017.2729469.
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  - Shi, W., M. B. Alawieh, X. Li, and H. Yu. “Algorithm and hardware implementation for visual perception system in autonomous vehicle: A survey.” Integration, the Vlsi Journal 59 (September 1, 2017): 148–56. https://doi.org/10.1016/j.vlsi.2017.07.007.
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  - Albalawi, H., Y. Li, and X. Li. “Training fixed-point classifiers for on-chip low-power implementation.” Acm Transactions on Design Automation of Electronic Systems 22, no. 4 (June 1, 2017). https://doi.org/10.1145/3057275.
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  - Zeng, W., H. Zhu, X. Zeng, D. Zhou, R. Liu, and X. Li. “C-YES: An Efficient Parametric Yield Estimation Approach for Analog and Mixed-Signal Circuits Based on Multicorner-Multiperformance Correlations.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 36, no. 6 (June 1, 2017): 899–912. https://doi.org/10.1109/TCAD.2016.2613927.
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  - Mohanty, S. P., X. Li, H. Li, and Y. Cao. “Guest Editorial Special Issue on Nanoelectronic Devices and Circuits for Next Generation Sensing and Information Processing.” Ieee Transactions on Nanotechnology 16, no. 3 (May 1, 2017): 383–86. https://doi.org/10.1109/TNANO.2017.2680420.
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  - Shi, W., X. Li, Z. Yu, and G. Overett. “An FPGA-Based Hardware Accelerator for Traffic Sign Detection.” Ieee Transactions on Very Large Scale Integration (Vlsi) Systems 25, no. 4 (April 1, 2017): 1362–72. https://doi.org/10.1109/TVLSI.2016.2631428.
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  - Wang, Yuhao, Xin Li, Kai Xu, Fengbo Ren, and Hao Yu. “Data-Driven Sampling Matrix Boolean Optimization for Energy-Efficient Biomedical Signal Acquisition by Compressive Sensing.” Ieee Transactions on Biomedical Circuits and Systems 11, no. 2 (April 2017): 255–66. https://doi.org/10.1109/tbcas.2016.2597310.
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  - Blanton, R. D. S., F. Wang, C. Xue, P. K. Nag, Y. Xue, and X. Li. “DFM evaluation using IC diagnosis data.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 36, no. 3 (March 1, 2017): 463–74. https://doi.org/10.1109/TCAD.2016.2587283.
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  - Liu, X., S. Sun, X. Li, H. Qian, and P. Zhou. “Machine Learning for Noise Sensor Placement and Full-Chip Voltage Emergency Detection.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 36, no. 3 (March 1, 2017): 421–34. https://doi.org/10.1109/TCAD.2016.2611502.
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  - Wang, M., C. Yan, X. Li, D. Zhou, and X. Zeng. “High-Dimensional and Multiple-Failure-Region Importance Sampling for SRAM Yield Analysis.” Ieee Transactions on Very Large Scale Integration (Vlsi) Systems 25, no. 3 (March 1, 2017): 806–19. https://doi.org/10.1109/TVLSI.2016.2601606.
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  - Cao, Y., X. Li, T. Kim, and S. Gupta. “Guest editors' introduction: Hardware and algorithms for on-chip learning.” Acm Journal on Emerging Technologies in Computing Systems 13, no. 3 (February 1, 2017). https://doi.org/10.1145/3022193.
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  - Baker, K., G. Hug, and X. Li. “Energy Storage Sizing Taking Into Account Forecast Uncertainties and Receding Horizon Operation.” Ieee Transactions on Sustainable Energy 8, no. 1 (January 1, 2017): 331–40. https://doi.org/10.1109/TSTE.2016.2599074.
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  - Zhang, K., Q. Wu, and X. Li. “Relay participated-new-type building energy management system: An energy-efficient routing scheme for wireless sensor network-based building energy management systems.” International Journal of Distributed Sensor Networks 13, no. 1 (January 1, 2017). https://doi.org/10.1177/1550147716683613.
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  - Liao, C., J. Tao, H. Yu, Z. Tang, Y. Su, D. Zhou, X. Zeng, and X. Li. “Efficient Hybrid Performance Modeling for Analog Circuits Using Hierarchical Shrinkage Priors.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 35, no. 12 (December 1, 2016): 2148–52. https://doi.org/10.1109/TCAD.2016.2543021.
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  - Li, X., C. Kashyap, and C. J. Myers. “Guest Editors' Introduction Challenges and Opportunities in Analog/Mixed-Signal CAD.” Ieee Design and Test 33, no. 5 (October 1, 2016): 5–6. https://doi.org/10.1109/MDAT.2016.2594182.
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  - Chen, X., L. Wang, B. Li, Y. Wang, X. Li, Y. Liu, and H. Yang. “Modeling Random Telegraph Noise as a Randomness Source and its Application in True Random Number Generation.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 35, no. 9 (September 1, 2016): 1435–48. https://doi.org/10.1109/TCAD.2015.2511074.
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  - Ghosh, S., A. Iyengar, S. Motaman, R. Govindaraj, J. W. Jang, J. Chung, J. Park, X. Li, R. Joshi, and D. Somasekhar. “Overview of Circuits, Systems, and Applications of Spintronics.” Ieee Journal on Emerging and Selected Topics in Circuits and Systems 6, no. 3 (September 1, 2016): 265–68. https://doi.org/10.1109/JETCAS.2016.2601310.
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  - Ghosh, S., R. V. Joshi, D. Somasekhar, and X. Li. “Guest Editorial Emerging Memories - Technology, Architecture and Applications (Second Issue).” Ieee Journal on Emerging and Selected Topics in Circuits and Systems 6, no. 3 (September 1, 2016): 261–64. https://doi.org/10.1109/JETCAS.2016.2598690.
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  - Wang, F., P. Cachecho, W. Zhang, S. Sun, X. Li, R. Kanj, and C. Gu. “Bayesian model fusion: Large-scale performance modeling of analog and mixed-signal circuits by reusing early-stage data.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 35, no. 8 (August 1, 2016): 1255–68. https://doi.org/10.1109/TCAD.2015.2504329.
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  - Zhang, K., Z. Feng, and X. Li. “Weight-based link scheduling for convergecast in WirelessHART network.” International Journal of Distributed Sensor Networks 12, no. 7 (July 22, 2016). https://doi.org/10.1177/155014774594183.
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  - Ghosh, S., R. V. Joshi, D. Somasekhar, and X. Li. “Guest Editorial Emerging Memories - Technology, Architecture and Applications (First Issue).” Ieee Journal on Emerging and Selected Topics in Circuits and Systems 6, no. 2 (June 1, 2016): 105–8. https://doi.org/10.1109/JETCAS.2016.2571858.
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  - Liao, C., J. Tao, X. Zeng, Y. Su, D. Zhou, and X. Li. “Efficient Spatial Variation Modeling of Nanoscale Integrated Circuits Via Hidden Markov Tree.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 35, no. 6 (June 1, 2016): 971–84. https://doi.org/10.1109/TCAD.2015.2481868.
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  - Zhao, Y., T. Kim, H. Shin, S. X. D. Tan, X. Li, H. Chen, and H. Wang. “Statistical rare-event analysis and parameter guidance by elite learning sample selection.” Acm Transactions on Design Automation of Electronic Systems 21, no. 4 (May 27, 2016). https://doi.org/10.1145/2875422.
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  - Mahzoon, M., C. Li, X. Li, and P. Grover. “Energy-constrained distributed learning and classification by exploiting relative relevance of sensors' data.” Ieee Journal on Selected Areas in Communications 34, no. 5 (May 1, 2016): 1417–30. https://doi.org/10.1109/JSAC.2016.2545381.
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  - Baker, K., J. Guo, G. Hug, and X. Li. “Distributed MPC for Efficient Coordination of Storage and Renewable Energy Sources Across Control Areas.” Ieee Transactions on Smart Grid 7, no. 2 (March 1, 2016): 992–1001. https://doi.org/10.1109/TSG.2015.2512503.
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  - Tao, J., C. Liao, X. Zeng, and X. Li. “Harvesting Design Knowledge From the Internet: High-Dimensional Performance Tradeoff Modeling for Large-Scale Analog Circuits.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 35, no. 1 (January 1, 2016): 23–36. https://doi.org/10.1109/TCAD.2015.2449240.
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  - Zhang, Jinyin, Xin Li, Stephen T. Foldes, Wei Wang, Jennifer L. Collinger, Douglas J. Weber, and Anto Bagić. “Decoding Brain States Based on Magnetoencephalography From Prespecified Cortical Regions.” Ieee Transactions on Bio Medical Engineering 63, no. 1 (January 2016): 30–42. https://doi.org/10.1109/tbme.2015.2439216.
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  - Sun, S., X. Li, H. Liu, K. Luo, and B. Gu. “Fast Statistical Analysis of Rare Circuit Failure Events via Scaled-Sigma Sampling for High-Dimensional Variation Space.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 34, no. 7 (July 1, 2015): 1096–1109. https://doi.org/10.1109/TCAD.2015.2404895.
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  - Zhu, H., Y. Wang, F. Liu, X. Li, X. Zeng, and P. Feldmann. “Efficient transient analysis of power delivery network with clock/power gating by sparse approximation.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 34, no. 3 (March 1, 2015): 409–21. https://doi.org/10.1109/TCAD.2015.2391256.
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  - Wu, P. H., M. P. H. Lin, T. C. Chen, C. F. Yeh, X. Li, and T. Y. Ho. “A novel analog physical synthesis methodology integrating existent design expertise.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 34, no. 2 (February 1, 2015): 199–212. https://doi.org/10.1109/TCAD.2014.2379630.
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  - Gu, C., M. Zaheer, and X. Li. “Multiple-population moment estimation: Exploiting interpopulation correlation for efficient moment estimation in analog/mixed-signal validation.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 33, no. 7 (January 1, 2014): 961–74. https://doi.org/10.1109/TCAD.2014.2304929.
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  - Plouchart, J. O., B. Parker, B. Sadhu, A. Valdes-Garcia, D. Friedman, M. Sanduleanu, F. Wang, X. Li, and A. Balteanu. “Adaptive circuit design methodology and test applied to millimeter-wave circuits.” Ieee Design and Test 31, no. 6 (January 1, 2014): 8–18. https://doi.org/10.1109/MDAT.2014.2343192.
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  - Sun, S., F. Wang, S. Yaldiz, X. Li, L. Pileggi, A. Natarajan, M. Ferriss, et al. “Indirect performance sensing for on-chip self-healing of analog and RF circuits.” Ieee Transactions on Circuits and Systems I: Regular Papers 61, no. 8 (January 1, 2014): 2243–52. https://doi.org/10.1109/TCSI.2014.2333311.
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  - Althoff, M., A. Rajhans, B. H. Krogh, S. Yaldiz, X. Li, and L. Pileggi. “Formal verification of phase-locked loops using reachability analysis and continuization.” Communications of the Acm 56, no. 10 (October 22, 2013): 97–104. https://doi.org/10.1145/2507771.2507783.
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  - Zhang, W., K. Balakrishnan, X. Li, D. S. Boning, S. Saxena, A. Strojwas, and R. A. Rutenbar. “Efficient spatial pattern analysis for variation decomposition via robust sparse regression.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 32, no. 7 (July 15, 2013): 1072–85. https://doi.org/10.1109/TCAD.2013.2245942.
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  - Sadhu, B., M. A. Ferriss, A. S. Natarajan, S. Yaldiz, J. O. Plouchart, A. V. Rylyakov, A. Valdes-Garcia, et al. “Erratum: A linearized, low phase noise VCO based 25 GHz PLL with autonomic biasing (IEEE Journal of Solid-State Circuits (2013) 48:5 (1138-1150)).” Ieee Journal of Solid State Circuits 48, no. 6 (June 5, 2013): 1539. https://doi.org/10.1109/JSSC.2013.2263875.
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  - Sadhu, B., M. A. Ferriss, A. S. Natarajan, S. Yaldiz, J. O. Plouchart, A. V. Rylyakov, A. Valdes-Garcia, et al. “A linearized, low-phase-noise VCO-based 25-GHz PLL with autonomic biasing.” Ieee Journal of Solid State Circuits 48, no. 5 (May 1, 2013): 1138–50. https://doi.org/10.1109/JSSC.2013.2252513.
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  - Kim, Y., J. Kim, J. J. Kong, B. V. K. Vijaya Kumar, and X. Li. “Verify level control criteria for multi-level cell flash memories and their applications Coding and Signal Processing for Non-Volatile Memories.” Eurasip Journal on Advances in Signal Processing 2012, no. 1 (December 1, 2012). https://doi.org/10.1186/1687-6180-2012-196.
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  - Sun, S., Y. Feng, C. Dong, and X. Li. “Efficient SRAM failure rate prediction via Gibbs sampling.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 31, no. 12 (November 26, 2012): 1831–44. https://doi.org/10.1109/TCAD.2012.2209884.
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  - Zhang, W., X. Li, F. Liu, E. Acar, R. A. Rutenbar, and R. D. Blanton. “Virtual probe: A statistical framework for low-cost silicon characterization of nanoscale integrated circuits.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 30, no. 12 (December 1, 2011): 1814–27. https://doi.org/10.1109/TCAD.2011.2164536.
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  - Zhang, Jinyin, Gustavo Sudre, Xin Li, Wei Wang, Douglas J. Weber, and Anto Bagic. “Clustering linear discriminant analysis for MEG-based brain computer interfaces.” Ieee Transactions on Neural Systems and Rehabilitation Engineering : A Publication of the Ieee Engineering in Medicine and Biology Society 19, no. 3 (June 2011): 221–31. https://doi.org/10.1109/tnsre.2011.2116125.
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  - Zhang, Jinyin, Gustavo Sudre, Xin Li, Wei Wang, Douglas J. Weber, and Anto Bagic. “Task-related MEG source localization via discriminant analysis.” Conference Proceedings : ... Annual International Conference of the Ieee Engineering in Medicine and Biology Society. Ieee Engineering in Medicine and Biology Society. Annual Conference 2011 (January 2011): 2351–54. https://doi.org/10.1109/iembs.2011.6090657.
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  - Li, X. “Finding deterministic solution from underdetermined equation: Large-scale performance variability modeling of analog/RF circuits.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 29, no. 11 (November 1, 2010): 1661–68. https://doi.org/10.1109/TCAD.2010.2061292.
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  - Guo, Chenlei, Xin Li, Samu Taulu, Wei Wang, and Douglas J. Weber. “Real-time robust signal space separation for magnetoencephalography.” Ieee Transactions on Bio Medical Engineering 57, no. 8 (August 2010): 1856–66. https://doi.org/10.1109/tbme.2010.2043358.
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  - Stevanović, I., X. Li, C. C. McAndrew, K. R. Green, and G. Gildenblat. “Statistical modeling of inter-device correlations with BPV.” Solid State Electronics 54, no. 8 (August 1, 2010): 796–800. https://doi.org/10.1016/j.sse.2010.03.018.
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  - Li, X., C. C. McAndrew, W. Wu, S. Chaudhry, J. Victory, and G. Gildenblat. “Statistical modeling with the PSP MOSFET model.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 29, no. 4 (April 1, 2010): 599–609. https://doi.org/10.1109/TCAD.2010.2042892.
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  - McAndrew, C. C., X. Li, I. Stevanović, and G. Gildenblat. “Extensions to backward propagation of variance for statistical modeling.” Ieee Design and Test of Computers 27, no. 2 (March 1, 2010): 36–43. https://doi.org/10.1109/MDT.2010.44.
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  - Xu, Y., K. L. Hsiung, X. Li, L. T. Pileggi, and S. P. Boyd. “Regular analog/RF integrated circuits design using optimization with recourse including ellipsoidal uncertainty.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 28, no. 5 (May 1, 2009): 623–37. https://doi.org/10.1109/TCAD.2009.2013996.
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  - Li, X., W. Wu, A. Jha, G. Gildenblat, R. van Langevelde, G. D. J. Smit, A. J. Scholten, et al. “Benchmark tests for MOSFET compact models with application to the PSP model.” Ieee Transactions on Electron Devices 56, no. 2 (January 23, 2009): 243–51. https://doi.org/10.1109/TED.2008.2010570.
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  - Wu, W., X. Li, G. Gildenblat, G. O. Workman, S. Veeraraghavan, C. C. McAndrew, R. van Langevelde, et al. “PSP-SOI: An advanced surface potential based compact model of partially depleted SOI MOSFETs for circuit simulations.” Solid State Electronics 53, no. 1 (January 1, 2009): 18–29. https://doi.org/10.1016/j.sse.2008.09.009.
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  - Xu, Y., K. L. Hsiung, X. Li, L. T. Pileggi, and S. P. Boyd. “Regular analog/RF integrated circuits design using optimization with recourse including ellipsoidal uncertainty.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 28, no. 1 (January 1, 2009): 623–37.
  - Li, X., Y. Zhan, and L. T. Pileggi. “Quadratic statistical MAX approximation for parametric yield estimation of analog/RF integrated circuits.” Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 27, no. 5 (May 1, 2008): 831–42. https://doi.org/10.1109/TCAD.2008.917582.
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  - Calhoun, B. H., Y. Cao, X. Li, K. Mai, L. T. Pileggi, R. A. Rutenbar, and K. L. Shepard. “Digital circuit design challenges and opportunities in the era of nanoscale CMOS.” Proceedings of the Ieee 96, no. 2 (January 1, 2008): 343–65. https://doi.org/10.1109/JPROC.2007.911072.
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