追蹤
Howard Heaton
Howard Heaton
Typal Academy
在 typal.academy 的電子郵件地址已通過驗證 - 首頁
標題
引用次數
引用次數
年份
Learning to Optimize: A Primer and a Benchmark
T Chen, X Chen, W Chen, H Heaton, J Liu, Z Wang, W Yin
Journal of Machine Learning Research 23 (189), 1-59, 2022
2562022
JFB: Jacobian-free Backpropagation for Implicit Networks
SW Fung, H Heaton, Q Li, D McKenzie, S Osher, W Yin
Proceedings of the AAAI Conference on Artificial Intelligence, 2022
134*2022
Feasibility-based fixed point networks
H Heaton, SW Fung, A Gibali, W Yin
Fixed Point Theory and Algorithms for Sciences and Engineering 2021 (1), 2021
362021
Three-operator splitting for learning to predict equilibria in convex games
D McKenzie, H Heaton, Q Li, S Wu Fung, S Osher, W Yin
SIAM Journal on Mathematics of Data Science 6 (3), 627-648, 2024
32*2024
Learning a Minimax Optimizer: A Pilot Study
J Shen, X Chen, H Heaton, T Chen, J Liu, W Yin, Z Wang
International Conference on Learning Representations (ICLR), 2021
322021
Safeguarded Learned Convex Optimization
H Heaton, X Chen, Z Wang, W Yin
Proceedings of the AAAI Conference on Artificial Intelligence, 2023
292023
Wasserstein-based Projections with Applications to Inverse Problems
H Heaton, SW Fung, AT Lin, S Osher, W Yin
SIAM Journal on Mathematics of Data Science, 2022
29*2022
Explainable AI via Learning to Optimize
H Heaton, SW Fung
Scientific Reports 13 (1), 10103, 2023
152023
A Hamilton–Jacobi-based Proximal Operator
S Osher, H Heaton, S Wu Fung
Proceedings of the National Academy of Sciences 120 (14), e2220469120, 2023
152023
Differentiating through Integer Linear Programs with Quadratic Regularization and Davis-Yin Splitting
D McKenzie, H Heaton, SW Fung
Transactions on Machine Learning Research, 2024
14*2024
Derivative-free superiorization with component-wise perturbations
Y Censor, H Heaton, R Schulte
Numerical algorithms 80, 1219-1240, 2019
132019
Global Solutions to Nonconvex Problems by Evolution of Hamilton-Jacobi PDEs
H Heaton, SW Fung, S Osher
Communications on Applied Mathematics and Computation, 2022
122022
Asynchronous sequential inertial iterations for common fixed points problems with an application to linear systems
H Heaton, Y Censor
Journal of Global Optimization 74, 95-119, 2019
82019
Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method
RJ Tibshirani, SW Fung, H Heaton, S Osher
arXiv preprint arXiv:2406.02003, 2024
32024
Learning to Optimize with Guarantees
H Heaton
UCLA, 2021
32021
Implementation of blob basis functions in proton CT reconstruction
H Heaton, C Ordonez, Y Censor, R Schulte
Joint Math. Meetings (JMM) MAA AMS, 2016
12016
Proximal Projection Method for Stable Linearly Constrained Optimization
H Heaton
arXiv preprint arXiv:2407.16998, 2024
2024
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