SurCo: Learning Linear Surrogates For Combinatorial Nonlinear
Optimization Problems

SurCo: Learning Linear Surrogates For Combinatorial Nonlinear Optimization Problems

22 October 2022

Daochen Zha

Papers citing "SurCo: Learning Linear Surrogates For Combinatorial Nonlinear Optimization Problems"

18 / 18 papers shown

Title
A fast algorithm to minimize prediction loss of the optimal solution in inverse optimization problem of MILP Akira Kitaoka 48 0 0 23 May 2024
Environment-Centric Learning Approach for Gait Synthesis in Terrestrial Soft Robots C. Freeman Arun Niddish Mahendran V. Vikas 36 1 0 06 Feb 2024
Theseus: A Library for Differentiable Nonlinear Optimization Luis Pineda Taosha Fan Maurizio Monge S. Venkataraman Paloma Sodhi ... Austin S. Wang Stuart Anderson Jing Dong Brandon Amos Mustafa Mukadam 67 77 0 19 Jul 2022
Inverse design of photonic devices with strict foundry fabrication constraints M. Schubert A. C. H. Cheung Ian A. D. Williamson Aleksandra Spyra David H. Alexander 40 51 0 31 Jan 2022
Learning to Delegate for Large-scale Vehicle Routing Sirui Li Zhongxia Yan Cathy Wu 29 111 0 08 Jul 2021
PyGAD: An Intuitive Genetic Algorithm Python Library A. Gad ODL GP AI4CE 20 186 0 11 Jun 2021
DC3: A learning method for optimization with hard constraints P. Donti David Rolnick J. Zico Kolter AI4CE 42 186 0 25 Apr 2021
Transferable Graph Optimizers for ML Compilers Yanqi Zhou Sudip Roy AmirAli Abdolrashidi Daniel Wong Peter C. Ma ... Mangpo Phitchaya Phothilimtha Shen Wang Anna Goldie Azalia Mirhoseini James Laudon GNN 14 53 0 21 Oct 2020
Automatically Learning Compact Quality-aware Surrogates for Optimization Problems Kai Wang Bryan Wilder Andrew Perrault Milind Tambe 26 28 0 18 Jun 2020
Reinforcement Learning for Combinatorial Optimization: A Survey Nina Mazyavkina S. Sviridov Sergei Ivanov Evgeny Burnaev 58 611 0 07 Mar 2020
Deep Learning Recommendation Model for Personalization and Recommendation Systems Maxim Naumov Dheevatsa Mudigere Hao-Jun Michael Shi Jianyu Huang Narayanan Sundaraman ... Wenlin Chen Vijay Rao Bill Jia Liang Xiong M. Smelyanskiy 43 726 0 31 May 2019
SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver Po-Wei Wang P. Donti Bryan Wilder Zico Kolter LRM NAI 41 262 0 29 May 2019
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 129 1,367 0 15 Nov 2018
Bayesian Optimization of Combinatorial Structures Ricardo Baptista Matthias Poloczek 47 136 0 22 Jun 2018
Automated vehicle's behavior decision making using deep reinforcement learning and high-fidelity simulation environment Yingjun Ye Xiaohui Zhang Jian Sun 16 131 0 17 Apr 2018
Attention, Learn to Solve Routing Problems! W. Kool H. V. Hoof Max Welling 70 1,193 0 22 Mar 2018
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 77 1,453 0 05 Apr 2017
OptNet: Differentiable Optimization as a Layer in Neural Networks Brandon Amos J. Zico Kolter 120 952 0 01 Mar 2017