Understanding Curriculum Learning in Policy Optimization for Online
Combinatorial Optimization

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Understanding Curriculum Learning in Policy Optimization for Online Combinatorial Optimization

11 February 2022

Runlong Zhou

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Papers citing "Understanding Curriculum Learning in Policy Optimization for Online Combinatorial Optimization"

16 / 16 papers shown

Title
Reinforcement Learning in Reward-Mixing MDPs Jeongyeol Kwon Yonathan Efroni Constantine Caramanis Shie Mannor 90 15 0 07 Oct 2021
Linear Convergence of Entropy-Regularized Natural Policy Gradient with Linear Function Approximation Semih Cayci Niao He R. Srikant 99 36 0 08 Jun 2021
SOLO: Search Online, Learn Offline for Combinatorial Optimization Problems J. Oren Chana Ross Maksym Lefarov Felix Richter Ayal Taitler Zohar Feldman Christian Daniel Dotan Di Castro OffRL 56 22 0 04 Apr 2021
Combinatorial optimization and reasoning with graph neural networks Quentin Cappart Didier Chételat Elias Boutros Khalil Andrea Lodi Christopher Morris Petar Velickovic AI4CE 113 361 0 18 Feb 2021
RL for Latent MDPs: Regret Guarantees and a Lower Bound Jeongyeol Kwon Yonathan Efroni Constantine Caramanis Shie Mannor 81 80 0 09 Feb 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 61 55 0 21 Oct 2020
Mastering Rate based Curriculum Learning Lucas Willems Salem Lahlou Yoshua Bengio 46 8 0 14 Aug 2020
On Linear Convergence of Policy Gradient Methods for Finite MDPs Jalaj Bhandari Daniel Russo 105 61 0 21 Jul 2020
Learning Combinatorial Optimization on Graphs: A Survey with Applications to Networking N. Vesselinova Rebecca Steinert Daniel F. Perez-Ramirez Magnus Boman GNN AI4CE 76 146 0 22 May 2020
Reinforcement Learning for Combinatorial Optimization: A Survey Nina Mazyavkina S. Sviridov Sergei Ivanov Evgeny Burnaev 123 625 0 07 Mar 2020
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 157 1,398 0 15 Nov 2018
Interactive Learning with Corrective Feedback for Policies based on Deep Neural Networks Rodrigo Pérez-Dattari C. Celemin Javier Ruiz-del-Solar Jens Kober 66 20 0 30 Sep 2018
Attention, Learn to Solve Routing Problems! W. Kool H. V. Hoof Max Welling 129 1,233 0 22 Mar 2018
Automated Curriculum Learning for Neural Networks Alex Graves Marc G. Bellemare Jacob Menick Rémi Munos Koray Kavukcuoglu 101 530 0 10 Apr 2017
Learning Combinatorial Optimization Algorithms over Graphs H. Dai Elias Boutros Khalil Yuyu Zhang B. Dilkina Le Song 130 1,479 0 05 Apr 2017
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 160 1,494 0 29 Nov 2016