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Haiguang Liao
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A deep reinforcement learning approach for global routing
H Liao, W Zhang, X Dong, B Poczos, K Shimada, L Burak Kara
Journal of Mechanical Design 142 (6), 061701, 2020
942020
Microstructure and mechanical properties of high strength Mg− 15Gd− 1Zn− 0.4 Zr alloy additive-manufactured by selective laser melting process
P Fu, N Wang, H Liao, W Xu, L Peng, C Juan, G Hu, W Ding
Transactions of Nonferrous Metals Society of China 31 (7), 1969-1978, 2021
342021
Cooling rate effect on tensile strength of laser deposited Inconel 718
JL Bennett, OL Kafka, H Liao, SJ Wolff, C Yu, P Cheng, G Hyatt, ...
Procedia Manufacturing 26, 912-919, 2018
332018
Attention routing: track-assignment detailed routing using attention-based reinforcement learning
H Liao, Q Dong, X Dong, W Zhang, W Zhang, W Qi, E Fallon, LB Kara
International Design Engineering Technical Conferences and Computers and …, 2020
302020
Placement in Integrated Circuits using Cyclic Reinforcement Learning and Simulated Annealing
NeurIPS 2020 Workshop "Machine Learning for Engineering Modeling, Simulation …, 2020
29*2020
Fabrication and characterization of magnesium matrix composite processed by combination of friction stir processing and high-energy ball milling
H Liao, J Chen, L Peng, J Han, H Yi, F Zheng, Y Wu, W Ding
Materials Science and Engineering: A 683, 207-214, 2017
292017
Microstructure and mechanical properties of laser melting deposited GW103K Mg-RE alloy
H Liao, P Fu, L Peng, J Li, S Zhang, G Hu, W Ding
Materials Science and Engineering: A 687, 281-287, 2017
232017
Track-Assignment Detailed Routing Using Attention-based Policy Model With Supervision
LBK Haiguang Liao, Qingyi Dong, Weiyi Qi, Elias Fallon
2nd ACM/IEEE Workshop on Machine Learning for CAD (MLCAD), https://arxiv.org …, 2020
11*2020
Optimizing vlsi implementation with reinforcement learning-iccad special session paper
H Ren, S Godil, B Khailany, R Kirby, H Liao, S Nath, J Raiman, R Roy
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 1-6, 2021
82021
Towards bi-metallic injection molds by directed energy deposition
JL Bennett, H Liao, T Buergel, G Hyatt, K Ehmann, J Cao
Manufacturing Letters 27, 78-81, 2021
72021
Reinforcement learning for routing
H Liao, LB Kara
Machine Learning Applications in Electronic Design Automation, 277-306, 2022
22022
Hierarchical Automatic Multilayer Power Plane Generation With Genetic Optimization and Multilayer Perceptron
D Shanbhag, E Fallon, T Hogan, M Spasojevic, LB Kara
Journal of Mechanical Design 145, 101706-1, 2023
2023
Hierarchical Automatic Power Plane Generation with Genetic Optimization and Multilayer Perceptron
H Liao, V Patil, X Dong, D Shanbhag, E Fallon, T Hogan, M Spasojevic, ...
arXiv preprint arXiv:2210.16314, 2022
2022
Automatic Power Plane Generation With Genetic Optimization and Multilayer Perceptron
H Liao, V Patil, X Dong, D Shanbhag, E Fallon, T Hogan, M Spasojevic, ...
International Design Engineering Technical Conferences and Computers and …, 2022
2022
Reinforcement and supervised learning for combinatorial problems in electronics design automation
H Liao
Carnegie Mellon University, 2022
2022
Machine Learning Enabled Acoustic Monitoring for Flaw Type Detection in Laser Powder Bed Additive Manufacturing
QD Brandon Abranovic, Wentai Zhang, Haiguang Liao, Jack Beuth, Levent Burak Kara
MS&T 2020 Symposium on Machine Learning for Discovery of Structure-Process …, 2020
2020
Research Status of Surface Modification of Magnesium Alloys by Friction-based Processing Technology
J CHEN, L PENG, J HAN, Y WU, F ZHENG, H LIAO
Surface Technology, 2017
2017
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