Howard Heaton
5 papers · 2021–2025 · 3 conferences · across top CS/AI conferences
Achievements
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🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(4)
🌉
Interdisciplinary Bridge
Conferences
AAAI (2)
JMLR (2)
ICLR (1)
Top co-authors
Keywords
convex optimization
(2)
neural network optimization
(2)
continuous optimization
(1)
convergence guarantee
(1)
proximal algorithm
(1)
memory efficiency
(1)
learned optimization
(1)
moreau envelope
(1)
optimization method
(1)
learning to optimize
(1)
infimal convolution
(1)
laplace method
(1)
hamilton-jacobi equation
(1)
neural network optimizer
(1)
implicit network
(1)
memory efficient training
(1)
jacobian-free backpropagation
(1)
fixed point equation
(1)
Papers
Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method
JMLR 2025
Safeguarded Learned Convex Optimization
AAAI 2023
JFB: Jacobian-Free Backpropagation for Implicit Networks
AAAI 2022
Learning to Optimize: A Primer and A Benchmark
JMLR 2022
Learning A Minimax Optimizer: A Pilot Study
ICLR 2021