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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
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Hsin-Yu Liu's Website
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Posts
Tackle real-world problems with ML
Published:
Tackling Climate Change with Machine Learning
Recently, I read about a paper discussing the approaches that we could tackle climate change with Machine Learning.
Hello World
Published:
Welcome
Hi everyone, welcome to my website. This is my first post. I am glad to meet you virtually. If you are interested in connecting with me please let me know.
- Intern/Full-time/Part-time Opportunities
- Paper Collaboration
- Personal Interest
publications
METRICS 2.0: A machine-learning based optimization system for IC design
Published in Workshop on Open-Source EDA Technology, 2018
Recommended citation: Hashemi, S., Ho, C. T., Kahng, A. B., Liu, H. Y., & Reda, S. (2018). METRICS 2.0: A machine-learning based optimization system for IC design. In Workshop on Open-Source EDA Technology (p. 21). https://woset-workshop.github.io/PDFs/2018/a21.pdf
SVM Learning for GFIS Trimer Health Monitoring in Helium-Neon Ion Beam Microscopy
Published in Advanced Process Control Conference (APC), 2019
Recommended citation: Kahng, A. B., Liu, H. Y., Park, C., Pichumani, R., & Saul, L. SVM Learning for GFIS Trimer Health Monitoring in Helium-Neon Ion Beam Microscopy., Advanced Process Control Conference, 2019 https://vlsicad.ucsd.edu/Publications/Conferences/372/c372.pdf
Offline Reinforcement Learning with Munchausen Regularization
Published in NeurIPS 2021 Offline RL Workshop, 2021
Recommended citation: Liu, Hsin-Yu, Bharathan Balaji, Rajesh Gupta, and Dezhi Hong. " Offline Reinforcement Learning with Munchausen Regularization " Offline Reinforcement Learning Workshop at Neural Information Processing Systems, 2021 (NeurIPS 2021). http://mesl.ucsd.edu/pubs/Hsinyu_NeurIPS2021_OfflineRL.pdf
Safe HVAC Control via Batch Reinforcement Learning
Published in International Conference on Cyber-Physical Systems (ICCPS), 2022
Recommended citation: Liu, H. Y., Balaji, B., Gao, S., Gupta, R., & Hong, D. (2022, May). Safe HVAC Control via Batch Reinforcement Learning. In 2022 ACM/IEEE 13th International Conference on Cyber-Physical Systems (ICCPS) (pp. 181-192). IEEE. https://conferences.computer.org/cpsiot/pdfs/ICCPS2022-ifhdJu28kaMK8qGYbf7d0/096700a181/096700a181.pdf
B2RL: An open-source Dataset for Building Batch Reinforcement Learning
Published in RLEM Workshop (BuildSys), 2022
Link to conference presentation video
Recommended citation: Liu, Hsin-Yu, Xiaohan Fu, Bharathan Balaji, Rajesh Gupta, and Dezhi Hong. "B2RL: an open-source dataset for building batch reinforcement learning." In Proceedings of the 9th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation, pp. 462-465. 2022. https://arxiv.org/abs/2209.15626
Rule-based Policy Regularization for Reinforcement Learning-based Building Control
Published in The 14th ACM International Conference on Future Energy Systems (ACM e-Energy 2023), 2023
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talks
teaching
Cadence Design Systems Inc.
Professional Training, Cadence Design Systems Inc., 2018
Virtuoso L/XL/GXL Layout Suite
SKILL Programming
UCSD ECE 260A VLSI Digital System Algorithm and Architecture
Tutor, University of California San Diego, ECE Dept., 2020
Answer quesitons online, correct homework and quiz.