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Justin Sirignano

2 papers · 2023–2025 · 1 venue · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌉 Interdisciplinary Bridge · Silver

Venues

JMLR (2)

Top co-authors

Konstantinos Spiliopoulos (1) Samuel N. Cohen (1) Deqing Jiang (1) Konstantin Riedl (1)

Research topics

Mathematics & Optimization (2) Artificial Intelligence (1) Deep Learning (1) Machine Learning (1) Reinforcement Learning (1) Architectures (1) Core AI (1) Mathematics (1) Methods (1) Optimization (1) Optimization & Theory · Machine Learning (1) Optimization & Theory · Deep Learning (1)

Keywords

partial differential equation (2) reinforcement learning (1) global convergence (1) inverse problem (1) scientific computing (1) scientific machine learning (1) neural pde (1) adjoint gradient descent (1) neural network (1) mesh-free method (1) parabolic pde (1) neural tangent kernel (1) neural partial differential equation (1)

Papers

Global Convergence of Adjoint-Optimized Neural PDEs JMLR 2025 Neural Q-learning for solving PDEs JMLR 2023