posted by system || 4432 views || tracked by 4 users: [display]

MCTS 2011 : Monte-Carlo Tree Search: Theory and Applications

FacebookTwitterLinkedInGoogle

Link: http://icaps11.icaps-conference.org/workshops/mcts.html
 
When Jun 12, 2011 - Jun 13, 2011
Where Freiburg, Germany
Submission Deadline Mar 15, 2011
Notification Due Apr 15, 2011
Categories    artificial intelligence   planning   reinforcement learning
 

Call For Papers

MCTS planners were developed to combat the curse of dimensionality in large state spaces and appear to have a different portfolio of strengths and weaknesses compared to traditional search methods. One example of an algorithm in this class, Upper Confidence applied to Trees (UCT), is credited with providing the foundations for new human-competitive Go-playing programs.

The success in Go motivated further work on understanding the theoretical properties of MCTS algorithms. Several papers were published questioning the tractability of these approaches in the worst case, leading to new algorithms and approaches. While trivial exponential lower bounds were proved, the success of this class of methods in real applications points towards the necessity of developing a better understanding of the type of inputs for which these algorithms perform well. Such an understanding would in turn allow a better recognition of the type of applications for which MCTS algorithms would be best suited.

The goal of this workshop is to understand the techniques that led to the breakthroughs in computer Go, translate these gains into other domains and push forward the theoretical understanding of this probabilistic planning framework. The topics include (but are not limited to):

MCTS planning in MDPs and POMDPs.
MCTS planning in games (Go, RTS games etc.).
Exploration and exploitation in MCTS algorithms.
Bandit-algorithm foundations for MCTS.
Integration of learning and planning.
Representational aspects of MCTS algorithms.
Theoretical foundations of MCTS.
Open problems.
Innovative applications of MCTS algorithms.
Work still in-progress is welcomed to the workshop under the form of position papers (which will be candidates for short, 5 minutes talks) while full-fledged research papers will be considered for long, 20 minutes talks (see submission procedure for details).

Related Resources

ICoCTA 2023   2023 4th International Conference on Control Theory and Applications (ICoCTA 2023)
ICCV 2023   International Conference on Computer Vision
Distributed ML and Opt. 2023   Distributed Machine Learning and Optimization: Theory and Applications
ACM-Ei/Scopus-CWCBD 2023   2023 4th International Conference on Wireless Communications and Big Data (CWCBD 2023) -EI Compendex
RAMFP 2022   TAA (OA) - SI: Recent Advances on Metric Fixed Point Theory 2022
ACM-EI/Scopus-ITCC 2023   2023 3rd International Conference on Information Technology and Cloud Computing (ITCC 2023) -EI Compendex
AIAI 2023   Artificial Intelligence Applications and Innovations
MSE 2023   7th International Conference on Materials Science and Engineering
COLT 2023   Computational Learning Theory
NCO 2023   9th International Conference on Networks and Communications