On monte carlo tree search for weighted vertex coloring

C Grelier, O Goudet, JK Hao - European Conference on Evolutionary …, 2022 - Springer
This work presents the first study of using the popular Monte Carlo Tree Search (MCTS)
method combined with dedicated heuristics for solving the Weighted Vertex Coloring …

Exploring search space trees using an adapted version of Monte Carlo tree search for combinatorial optimization problems

J Jooken, P Leyman, T Wauters… - Computers & Operations …, 2023 - Elsevier
In this article we propose a heuristic algorithm to explore search space trees associated with
instances of combinatorial optimization problems. The algorithm is based on Monte Carlo …

Monte Carlo search algorithms for network traffic engineering

C Dang, C Bazgan, T Cazenave, M Chopin… - … Conference on Machine …, 2021 - Springer
Abstract The aim of Traffic Engineering is to provide routing configurations in networks such
that the used resources are minimized while maintaining a high level of quality of service …

Policy adaptation for vehicle routing

T Cazenave, JY Lucas, T Triboulet… - Ai …, 2021 - content.iospress.com
Abstract Nested Rollout Policy Adaptation (NRPA) is a Monte Carlo search algorithm that
learns a playout policy in order to solve a single player game. In this paper we apply NRPA …

Generalized Nested Rollout Policy Adaptation with Limited Repetitions

T Cazenave - arXiv preprint arXiv:2401.10420, 2024 - arxiv.org
Generalized Nested Rollout Policy Adaptation (GNRPA) is a Monte Carlo search algorithm
for optimizing a sequence of choices. We propose to improve on GNRPA by avoiding too …

[PDF][PDF] Lazy Nested Monte Carlo Search for Coalition Structure Generation.

M Roucairol, J Arjonilla, A Saffidine, T Cazenave - ICAART (2), 2024 - scitepress.org
This paper explores Monte-Carlo Search algorithms applied to Multiagent Systems (MAS),
specifically focusing on the problem of Coalition Structure Generation (CSG). CSG is a NP …

Nested Search versus Limited Discrepancy Search

T Cazenave - arXiv preprint arXiv:2210.00216, 2022 - arxiv.org
Limited Discrepancy Search (LDS) is a popular algorithm to search a state space with a
heuristic to order the possible actions. Nested Search (NS) is another algorithm to search a …

Combining Monte Carlo Tree Search and Heuristic Search for Weighted Vertex Coloring

C Grelier, O Goudet, JK Hao - arXiv preprint arXiv:2304.12146, 2023 - arxiv.org
This work investigates the Monte Carlo Tree Search (MCTS) method combined with
dedicated heuristics for solving the Weighted Vertex Coloring Problem. In addition to the …

[PDF][PDF] A Diversity Algorithm of Nested Rollout Policy Adaptation for Graph Coloring.

W Yang, J Li, L Wang - IAENG International Journal of Computer Science, 2023 - iaeng.org
The Graph Coloring Problem is a well-known NP-hard problem. Over the years, numerous
scholars have been pursuing efficient algorithms to obtain high-quality solutions. Nested …

Playout Optimization for Monte-Carlo Search Algorithms. Application to Morpion Solitaire

L Buzer, T Cazenave - 2021 IEEE Conference on Games (CoG), 2021 - ieeexplore.ieee.org
In Monte-Carlo based algorithms, we generate a lot of playouts by successively playing
moves. Building the current list of possible moves for each turn of a game becomes a time …