RAYEN: Imposition of Hard Convex Constraints on Neural Networks

RAYEN: Imposition of Hard Convex Constraints on Neural Networks

17 July 2023

Jonathan P. How

Marco Hutter

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Papers citing "RAYEN: Imposition of Hard Convex Constraints on Neural Networks"

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Title
ECO: Energy-Constrained Operator Learning for Chaotic Dynamics with Boundedness Guarantees Andrea Goertzen Sunbochen Tang Navid Azizan 60 0 0 01 Dec 2025
Self-Certifying Primal-Dual Optimization Proxies for Large-Scale Batch Economic Dispatch Michael Klamkin Mathieu Tanneau Pascal Van Hentenryck 124 0 0 17 Oct 2025
Enforcing convex constraints in Graph Neural Networks Ahmed Rashwan Keith Briggs Chris Budd L. Kreusser 76 0 0 13 Oct 2025
Pinet: Optimizing hard-constrained neural networks with orthogonal projection layers Panagiotis D. Grontas Antonio Terpin Efe C. Balta Raffaello DÁndrea John Lygeros 124 3 0 14 Aug 2025
Learning to Solve Constrained Bilevel Control Co-Design Problems James Kotary Himanshu Sharma Ethan King D. Vrabie Ferdinando Fioretto Ján Drgoňa 83 0 0 11 Jul 2025
FSNet: Feasibility-Seeking Neural Network for Constrained Optimization with Guarantees Hoang T. Nguyen Priya L. Donti 142 2 0 31 May 2025
Learning to Optimize for Mixed-Integer Non-linear Programming Bo Tang Elias Boutros Khalil Ján Drgoňa 568 6 0 14 Oct 2024
TL-PCA: Transfer Learning of Principal Component Analysis Sharon Hendy Yehuda Dar 404 4 0 14 Oct 2024
GLinSAT: The General Linear Satisfiability Neural Network Layer By Accelerated Gradient DescentNeural Information Processing Systems (NeurIPS), 2024 Hongtai Zeng Chao Yang Yanzhen Zhou Cheng Yang Qinglai Guo 214 3 0 26 Sep 2024
Compact Optimality Verification for Optimization Proxies Wenbo Chen Haoruo Zhao Mathieu Tanneau Pascal Van Hentenryck 252 2 0 31 May 2024
CGD: Constraint-Guided Diffusion Policies for UAV Trajectory Planning Kota Kondo Andrea Tagliabue Xiaoyi Cai Claudius T. Tewari Olivia Garcia Marcos Espitia-Alvarez Jonathan P. How 252 20 0 02 May 2024
POLICEd RL: Learning Closed-Loop Robot Control Policies with Provable Satisfaction of Hard Constraints Jean-Baptiste Bouvier Kartik Nagpal Negar Mehr 266 5 0 20 Mar 2024
Dual Lagrangian Learning for Conic OptimizationNeural Information Processing Systems (NeurIPS), 2024 Mathieu Tanneau Pascal Van Hentenryck 218 8 0 05 Feb 2024