From the 1 of 15 linked papers with an AI index.
15 papers
Dynamic Resource Allocation for Ensemble Determinization MCTS
Jakub Kowalski, Adam CiÄżkowski, Artur KrzyżyÅski +1
The paper introduces two dynamic resource allocation methods for Ensemble Determinization Monte Carlo Tree Search, adjusting the number of determinization trees and the simulation…
Magic-Informed Quantum Architecture Search
Vincenzo Lipardi, Domenica Dibenedetto, Georgios Stamoulis +1
Nonstabilizerness, commonly referred to as magic, is a fundamental resource underpinning quantum advantage. In this paper, we propose a magic-informed quantum architecture search (…
StratFormer: Adaptive Opponent Modeling and Exploitation in Imperfect-Information Games
Andy Caen, Mark H. M. Winands, Dennis J. N. J. Soemers
We present StratFormer, a transformer-based meta-agent that learns to simultaneously model and exploit opponents in imperfect-information games through a two-phase curriculum. The…
Nonstabilizerness Estimation using Graph Neural Networks
Vincenzo Lipardi, Domenica Dibenedetto, Georgios Stamoulis +2
This article proposes a Graph Neural Network (GNN) approach to estimate nonstabilizerness in quantum circuits, measured by the stabilizer Rényi entropy (SRE). Nonstabilizerness is…
An Efficient Algorithm for Thresholding Monte Carlo Tree Search
Shoma Nameki, Atsuyoshi Nakamura, Junpei Komiyama +1
We introduce the Thresholding Monte Carlo Tree Search problem, in which, given a tree and a threshold , a player must answer whether the root node value of $\math…
Asymmetric regularization mechanism for GAN training with Variational Inequalities
Spyridon C. Giagtzoglou, Mark H. M. Winands, Barbara Franci
We formulate the training of generative adversarial networks (GANs) as a Nash equilibrium seeking problem. To stabilize the training process and find a Nash equilibrium, we propose…