Han-Yi Lin

Research Interests 

• Sustainable On-Device Large Language Model Systems

• Energy Aware Scheduling (EAS), Schedutil DVFS Governor

• Computer vision, Deep learning, Spatiotemproal super-resolution, Video deblurring

Work Experience

• Postdoctoral Associates, Department of Electrical and Computer Engineering, University of Pittsburgh, United States (2025/03 - present)
  Principal Investigator: Dr. Jingtong Hu

• Postdoctoral Associates, Research Center for Information Technology Innovation, Academia Sinica, Taiwan (2024/03 - 2025/02)
  Principal Investigator: Dr. Pi-Cheng Hsiu

• Senior Engineer, MediaTek, Taiwan (2021/05/03 - 2024/03/02)
  Direct Supervisor: Dr. Jonathan JMChen
  Mentor: YT Chang

• Part-Time Research Assistant, Research Center for Information Technology Innovation, Academia Sinica, Taiwan (2017/10 - 2021/01)
  Principal Investigator: Dr. Pi-Cheng Hsiu

Education

• 2014/08 - 2020/12
  Ph.D., Department of Computer Science and Information Engineering, National Taiwan University, Taiwan
  Advisor: Prof. Tei-Wei Kuo, Co-advisor: Prof. Yen-Yu Lin
  Thesis: Visual-sensation-aware Content Processing for Energy Efficient Display and Image Quality Enhancement

• 2012/08 - 2014/07
  M.S., Department of Computer Science and Information Engineering, National Taiwan University of Science and Technology, Taiwan
  Advisor: Prof. Jen-Wei Hsieh
  Thesis: HLC: Software-Based Half-Level-Cell Flash Memory

• 2008/08 - 2012/07
  B.S., Department of Computer Science and Information Engineering, Chinese Culture University, Taiwan 

Publication

Conference

1. Han-Yi Lin, Pi-Cheng Hsiu, Tei-Wei Kuo, and Yen-Yu Lin, "Spatiotemporal Super-Resolution with Cross-Task Consistency and Its Semi-supervised Extension," International Joint Conference on Artificial Intelligence (IJCAI), July 2020. 

2. Han-Yi Lin, Chia-Chun Hung, Pi-Cheng Hsiu, and Tei-Wei Kuo, "Duet: An OLED and GPU Co-management Scheme for Dynamic Resolution Adaptation," IEEE/ACM Design Automation Conference (DAC), June 2018.

3. Han-Yi Lin, Pi-Cheng Hsiu, and Tei-Wei Kuo, "ShiftMask: Dynamic OLED Power Shifting Based on Visual Acuity for Interactive Mobile Applications," IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED), July 2017. 

4. Han-Yi Lin and Jen-Wei Hsieh, "HLC: Software-Based Half-Level-Cell Flash Memory," ACM/IEEE Design, Automation and Test in Europe (DATE), March 2015.

Journal

1. Han-Yi Lin and Jen-Wei Hsieh, "Revive Bad Flash-Memory Pages by HLC Scheme," IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD), volume 38, number 5, pages 860-873, 2018.

2. Jen-Wei Hsieh, Chung-Wei Chen, and Han-Yi Lin, "Adaptive ECC Scheme for Hybrid SSD's," IEEE Transactions on Computers (TC), volume 64, number 12, pages 3348-3361, 2015.

3. Jen-Wei Hsieh, Han-Yi Lin, and Dong-Lin Yang, "Multi-Channel Architecture-based FTL for Reliable and High-Performance SSD," IEEE Transactions on Computers (TC), volume 63, number 12, pages 3079-3091, 2014.

Award

1. Recipient of the Postdoctoral Research Abroad Grant, National Science and Technology Council (NSTC). (2025)

2. Recipient of the Travel Grant for DAC 2018, awarded by the Foundation for the Advancement of Outstanding Scholarship  (FAOS). (2018)

3. Distinguished Teaching Assistant, Course: Operating Systems, CSIE, NTU. (Spring 2018, Spring 2015)

4. Distinguished Teaching Assistant, Course: Real-time Systems, CSIE, NTU. (Fall 2017, Fall 2015)

5. Recipient of the Travel Grant for DATE 2015, awarded by the Foundation for the Advancement of Outstanding Scholarship  (FAOS). (2015)

6. Honorary Member, Phi Tau Phi Scholastic Honor Society, National Taiwan University of Science and Technology. (2014)

7. Awarded "Excellent Work" in the ACM-ICPC Taiwan NCPU Programming Contest. (2011)