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Wentian Jin
Publication Activity (10 Years)
Years Active: 2019-2023
Publications (10 Years): 19
Top Topics
Power Grids
Neural Network
Map Estimation
Graph Partitioning
Top Venues
ICCAD
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
CoRR
MLCAD
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Publications
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Han Zhou
,
Yibo Liu
,
Wentian Jin
,
Sheldon X.-D. Tan
GridNetOpt: Fast Full-Chip EM-Aware Power Grid Optimization Accelerated by Deep Neural Networks.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
42 (5) (2023)
Liang Chen
,
Jincong Lu
,
Wentian Jin
,
Sheldon X.-D. Tan
Fast Full-Chip Parametric Thermal Analysis Based on Enhanced Physics Enforced Neural Networks.
ICCAD
(2023)
Jincong Lu
,
Jinwei Zhang
,
Wentian Jin
,
Sachin Sachdeva
,
Sheldon X.-D. Tan
Learning Based Spatial Power Characterization and Full-Chip Power Estimation for Commercial TPUs.
ASP-DAC
(2023)
Liang Chen
,
Wentian Jin
,
Jinwei Zhang
,
Sheldon X.-D. Tan
Thermoelectric Cooler Modeling and Optimization via Surrogate Modeling Using Implicit Physics-Constrained Neural Networks.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
42 (11) (2023)
Liang Chen
,
Wentian Jin
,
Mohammadamir Kavousi
,
Subed Lamichhane
,
Sheldon X.-D. Tan
Linear Time Electromigration Analysis Based on Physics-Informed Sparse Regression.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
42 (11) (2023)
Subed Lamichhane
,
Wentian Jin
,
Liang Chen
,
Mohammadamir Kavousi
,
Sheldon X.-D. Tan
PostPINN-EM: Fast Post-Voiding Electromigration Analysis Using Two-Stage Physics-Informed Neural Networks.
ICCAD
(2023)
Liang Chen
,
Wentian Jin
,
Sheldon X.-D. Tan
Fast Thermal Analysis for Chiplet Design based on Graph Convolution Networks.
ASP-DAC
(2022)
Wentian Jin
,
Liang Chen
,
Subed Lamichhane
,
Mohammadamir Kavousi
,
Sheldon X.-D. Tan
HierPINN-EM: Fast Learning-Based Electromigration Analysis for Multi-Segment Interconnects Using Hierarchical Physics-Informed Neural Network.
ICCAD
(2022)
Wentian Jin
,
Liang Chen
,
Sheriff Sadiqbatcha
,
Shaoyi Peng
,
Sheldon X.-D. Tan
EMGraph: Fast Learning-Based Electromigration Analysis for Multi-Segment Interconnect Using Graph Convolution Networks.
DAC
(2021)
Wentian Jin
,
Shaoyi Peng
,
Sheldon X.-D. Tan
Data-Driven Electrostatics Analysis based on Physics-Constrained Deep learning.
DATE
(2021)
Hussam Amrouch
,
Animesh Basak Chowdhury
,
Wentian Jin
,
Ramesh Karri
,
Farshad Khorrami
,
Prashanth Krishnamurthy
,
Ilia Polian
,
Victor M. van Santen
,
Benjamin Tan
,
Sheldon X.-D. Tan
Special Session: Machine Learning for Semiconductor Test and Reliability.
VTS
(2021)
Subed Lamichhane
,
Shayoi Peng
,
Wentian Jin
,
Sheldon X.-D. Tan
Fast Electrostatic Analysis For VLSI Aging based on Generative Learning.
MLCAD
(2021)
Wentian Jin
,
Sheriff Sadiqbatcha
,
Jinwei Zhang
,
Sheldon X.-D. Tan
Full-Chip Thermal Map Estimation for Commercial Multi-Core CPUs with Generative Adversarial Learning.
ICCAD
(2020)
Han Zhou
,
Wentian Jin
,
Sheldon X.-D. Tan
GridNet: Fast Data-Driven EM-Induced IR Drop Prediction and Localized Fixing for On-Chip Power Grid Networks.
ICCAD
(2020)
Wentian Jin
,
Sheriff Sadiqbatcha
,
Jinwei Zhang
,
Sheldon X.-D. Tan
EM-GAN: Fast Stress Analysis for Multi-Segment Interconnect Using Generative Adversarial Networks.
CoRR
(2020)
Wentian Jin
,
Sheriff Sadiqbatcha
,
Zeyu Sun
,
Han Zhou
,
Sheldon X.-D. Tan
EM-GAN: Data-Driven Fast Stress Analysis for Multi-Segment Interconnects.
ICCD
(2020)
Jinwei Zhang
,
Sheriff Sadiqbatcha
,
Wentian Jin
,
Sheldon X.-D. Tan
Accurate Power Density Map Estimation for Commercial Multi-Core Microprocessors.
DATE
(2020)
Shaoyi Peng
,
Wentian Jin
,
Liang Chen
,
Sheldon X.-D. Tan
Data-Driven Fast Electrostatics and TDDB Aging Analysis.
MLCAD
(2020)
Chase Cook
,
Wentian Jin
,
Sheldon X.-D. Tan
GPU-based Ising Computing for Solving Balanced Min-Cut Graph Partitioning Problem.
CoRR
(2019)