Asynchronous sequential inertial iterations for common fixed points problems with an application to linear systems. - Howard Heaton; Yair Censor (J. Glob. Optim., 2019)

Derivative-free superiorization with component-wise perturbations. - Yair Censor; Howard Heaton; Reinhard W. Schulte (Numer. Algorithms, 2019)

Projecting to Manifolds via Unsupervised Learning. - Howard Heaton; Samy Wu Fung; Alex Tong Lin; Stanley J. Osher; Wotao Yin (CoRR, 2020)

Learning A Minimax Optimizer: A Pilot Study. - Jiayi Shen; Xiaohan Chen; Howard Heaton; Tianlong Chen 001; Jialin Liu 003; Wotao Yin; Zhangyang Wang (ICLR, 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)

Feasibility-based Fixed Point Networks. - Howard Heaton; Samy Wu Fung; Aviv Gibali; Wotao Yin (CoRR, 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)

Learning to Optimize with Guarantees. - Howard Heaton (2021)

JFB: Jacobian-Free Backpropagation for Implicit Networks. - Samy Wu Fung; Howard Heaton; Qiuwei Li; Daniel McKenzie; Stanley J. Osher; Wotao Yin (AAAI, 2022)

Explainable AI via Learning to Optimize. - Howard Heaton; Samy Wu Fung (CoRR, 2022)

Learning to Optimize: A Primer and A Benchmark. - Tianlong Chen 001; Xiaohan Chen; Wuyang Chen 001; Howard Heaton; Jialin Liu 003; Zhangyang Wang; Wotao Yin (J. Mach. Learn. Res., 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)

Safeguarded Learned Convex Optimization. - Howard Heaton; Xiaohan Chen; Zhangyang Wang; Wotao Yin (AAAI, 2023)

Faster Predict-and-Optimize with Three-Operator Splitting. - Daniel McKenzie; Samy Wu Fung; Howard Heaton (CoRR, 2023)

Three-Operator Splitting for Learning to Predict Equilibria in Convex Games. - Daniel McKenzie; Howard Heaton; Qiuwei Li; Samy Wu Fung; Stanley J. Osher; Wotao Yin (SIAM J. Math. Data Sci., 2024)

Differentiating Through Integer Linear Programs with Quadratic Regularization and Davis-Yin Splitting. - Daniel McKenzie; Howard Heaton; Samy Wu Fung (Trans. Mach. Learn. Res., 2024)