Howard Heaton

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 15

Top Topics

Unsupervised Learning

Convex Optimization

Top Venues

SIAM J. Math. Data Sci.

J. Mach. Learn. Res.

Publications

Daniel McKenzie, Samy Wu Fung, Howard Heaton
Faster Predict-and-Optimize with Three-Operator Splitting. CoRR (2023)
Howard Heaton, Xiaohan Chen, Zhangyang Wang, Wotao Yin
Safeguarded Learned Convex Optimization. AAAI (2023)
Tianlong Chen, Xiaohan Chen, Wuyang Chen, Howard Heaton, Jialin Liu, Zhangyang Wang, Wotao Yin
Learning to Optimize: A Primer and A Benchmark. J. Mach. Learn. Res. 23 (2022)
Howard Heaton, Samy Wu Fung, Alex Tong Lin, Stanley J. Osher, Wotao Yin
Wasserstein-Based Projections with Applications to Inverse Problems. SIAM J. Math. Data Sci. 4 (2) (2022)
Samy Wu Fung, Howard Heaton, Qiuwei Li, Daniel McKenzie, Stanley J. Osher, Wotao Yin
JFB: Jacobian-Free Backpropagation for Implicit Networks. AAAI (2022)
Howard Heaton, Samy Wu Fung
Explainable AI via Learning to Optimize. CoRR (2022)
Jiayi Shen, Xiaohan Chen, Howard Heaton, Tianlong Chen, Jialin Liu, Wotao Yin, Zhangyang Wang
Learning A Minimax Optimizer: A Pilot Study. ICLR (2021)
Samy Wu Fung, Howard Heaton, Qiuwei Li, Daniel McKenzie, Stanley J. Osher, Wotao Yin
Fixed Point Networks: Implicit Depth Models with Jacobian-Free Backprop. CoRR (2021)
Howard Heaton, Samy Wu Fung, Aviv Gibali, Wotao Yin
Feasibility-based Fixed Point Networks. CoRR (2021)
Tianlong Chen, Xiaohan Chen, Wuyang Chen, Howard Heaton, Jialin Liu, Zhangyang Wang, Wotao Yin
Learning to Optimize: A Primer and A Benchmark. CoRR (2021)
Howard Heaton, Daniel McKenzie, Qiuwei Li, Samy Wu Fung, Stanley J. Osher, Wotao Yin
Learn to Predict Equilibria via Fixed Point Networks. CoRR (2021)
Howard Heaton, Xiaohan Chen, Zhangyang Wang, Wotao Yin
Safeguarded Learned Convex Optimization. CoRR (2020)
Howard Heaton, Samy Wu Fung, Alex Tong Lin, Stanley J. Osher, Wotao Yin
Projecting to Manifolds via Unsupervised Learning. CoRR (2020)
Yair Censor, Howard Heaton, Reinhard W. Schulte
Derivative-free superiorization with component-wise perturbations. Numer. Algorithms 80 (4) (2019)
Howard Heaton, Yair Censor
Asynchronous sequential inertial iterations for common fixed points problems with an application to linear systems. J. Glob. Optim. 74 (1) (2019)