Supplementing Recurrent Neural Networks with Annealing to Solve
Combinatorial Optimization Problems

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Supplementing Recurrent Neural Networks with Annealing to Solve Combinatorial Optimization Problems

17 July 2022

Shoummo Ahsan Khandoker

Jawaril Munshad Abedin

Mohamed Hibat-Allah

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Papers citing "Supplementing Recurrent Neural Networks with Annealing to Solve Combinatorial Optimization Problems"

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Title
Supplementing Recurrent Neural Network Wave Functions with Symmetry and Annealing to Improve Accuracy Mohamed Hibat-Allah R. Melko Juan Carrasquilla 44 19 0 28 Jul 2022
Variational Neural Annealing Mohamed Hibat-Allah E. Inack R. Wiersema R. Melko Juan Carrasquilla DRL 89 82 0 25 Jan 2021
Training Binary Neural Networks using the Bayesian Learning Rule Xiangming Meng Roman Bachmann Mohammad Emtiyaz Khan BDL MQ 64 42 0 25 Feb 2020
Normalizing Flows for Probabilistic Modeling and Inference George Papamakarios Eric T. Nalisnick Danilo Jimenez Rezende S. Mohamed Balaji Lakshminarayanan TPM AI4CE 207 1,697 0 05 Dec 2019
Cyclical Annealing Schedule: A Simple Approach to Mitigating KL Vanishing Hao Fu Chunyuan Li Xiaodong Liu Jianfeng Gao Asli Celikyilmaz Lawrence Carin ODL 78 364 0 25 Mar 2019
Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon Yoshua Bengio Andrea Lodi Antoine Prouvost 153 1,389 0 15 Nov 2018
Solving Statistical Mechanics Using Variational Autoregressive Networks Dian Wu Lei Wang Pan Zhang 85 185 0 27 Sep 2018
Attention, Learn to Solve Routing Problems! W. Kool H. V. Hoof Max Welling 118 1,214 0 22 Mar 2018
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor Tuomas Haarnoja Aurick Zhou Pieter Abbeel Sergey Levine 311 8,352 0 04 Jan 2018
Neural Combinatorial Optimization with Reinforcement Learning Irwan Bello Hieu H. Pham Quoc V. Le Mohammad Norouzi Samy Bengio 158 1,492 0 29 Nov 2016
Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs) Djork-Arné Clevert Thomas Unterthiner Sepp Hochreiter 300 5,524 0 23 Nov 2015