Howard Heaton

According to our database, Howard Heaton authored at least 14 papers between 2019 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2023

Faster Predict-and-Optimize with Three-Operator Splitting.

Daniel McKenzie, Samy Wu Fung, Howard Heaton

CoRR, 2023

Safeguarded Learned Convex Optimization.

Howard Heaton, Xiaohan Chen, Zhangyang Wang, Wotao Yin

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

Wasserstein-Based Projections with Applications to Inverse Problems.

Howard Heaton, Samy Wu Fung, Alex Tong Lin, Stanley J. Osher, Wotao Yin

SIAM J. Math. Data Sci., 2022

Learning to Optimize: A Primer and A Benchmark.

Tianlong Chen, Xiaohan Chen, Wuyang Chen, Howard Heaton, Jialin Liu, Zhangyang Wang, Wotao Yin

J. Mach. Learn. Res., 2022

Explainable AI via Learning to Optimize.

Howard Heaton, Samy Wu Fung

CoRR, 2022

JFB: Jacobian-Free Backpropagation for Implicit Networks.

Samy Wu Fung, Howard Heaton, Qiuwei Li, Daniel McKenzie, Stanley J. Osher, Wotao Yin

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

Learning to Optimize with Guarantees.

Howard Heaton

PhD thesis, 2021

Learn to Predict Equilibria via Fixed Point Networks.

Howard Heaton, Daniel McKenzie, Qiuwei Li, Samy Wu Fung, Stanley J. Osher, Wotao Yin

CoRR, 2021

Feasibility-based Fixed Point Networks.

Howard Heaton, Samy Wu Fung, Aviv Gibali, Wotao Yin

CoRR, 2021

Fixed Point Networks: Implicit Depth Models with Jacobian-Free Backprop.

Samy Wu Fung, Howard Heaton, Qiuwei Li, Daniel McKenzie, Stanley J. Osher, Wotao Yin

CoRR, 2021

Learning A Minimax Optimizer: A Pilot Study.

Jiayi Shen, Xiaohan Chen, Howard Heaton, Tianlong Chen, Jialin Liu, Wotao Yin, Zhangyang Wang

Proceedings of the 9th International Conference on Learning Representations, 2021

2020

Projecting to Manifolds via Unsupervised Learning.

Howard Heaton, Samy Wu Fung, Alex Tong Lin, Stanley J. Osher, Wotao Yin

CoRR, 2020

2019

Derivative-free superiorization with component-wise perturbations.

Yair Censor, Howard Heaton, Reinhard W. Schulte

Numer. Algorithms, 2019

Asynchronous sequential inertial iterations for common fixed points problems with an application to linear systems.

Howard Heaton, Yair Censor

J. Glob. Optim., 2019