Deep reinforcement learning with credit assignment for combinatorial optimization

PILS: Exploring high-order neighborhoods by pattern mining and injection

(2021) Florian Arnold et al.   PATTERN RECOGNITION

Machine Learning for Combinatorial Optimization: a Methodological Tour d’Horizon

(2020) Yoshua Bengio et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Combinatorial Learning of Robust Deep Graph Matching: An Embedding Based Approach

(2020) Runzhong Wang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Grandmaster level in StarCraft II using multi-agent reinforcement learning

(2019) Oriol Vinyals et al.   NATURE

A Continuation Method for Graph Matching Based Feature Correspondence

(2019) Xu Yang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play

(2018) David Silver et al.   SCIENCE

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE