29 citations · 149 across the 27 of their papers we have counts for
6 papers · 1 filter
Explainable Natural Language Processing with Matrix Product States
Jirawat Tangpanitanon, Chanatip Mangkang, Pradeep Bhadola +3
Despite empirical successes of recurrent neural networks (RNNs) in natural language processing (NLP), theoretical understanding of RNNs is still limited due to intrinsically comple…
Hybrid Quantum-Classical Algorithms for Loan Collection Optimization with Loan Loss Provisions
Jirawat Tangpanitanon, Jirawat Saiphet, Pantita Palittapongarnpim +6
Banks are required to set aside funds in their income statement, known as a loan loss provision (LLP), to account for potential loan defaults and expenses. By treating the LLP as a…
Resistance distance distribution in large sparse random graphs
Pawat Akara-pipattana, Thiparat Chotibut, Oleg Evnin
We consider an Erdos-Renyi random graph consisting of N vertices connected by randomly and independently drawing an edge between every pair of them with probability c/N so that at…
Quantum diffusion map for nonlinear dimensionality reduction
Apimuk Sornsaeng, Ninnat Dangniam, Pantita Palittapongarnpim +1
Inspired by random walk on graphs, diffusion map (DM) is a class of unsupervised machine learning that offers automatic identification of low-dimensional data structure hidden in a…
Follow-the-Regularized-Leader Routes to Chaos in Routing Games
Jakub Bielawski, Thiparat Chotibut, Fryderyk Falniowski +3
We study the emergence of chaotic behavior of Follow-the-Regularized Leader (FoReL) dynamics in games. We focus on the effects of increasing the population size or the scale of cos…
The birth of geometry in exponential random graphs
Pawat Akara-pipattana, Thiparat Chotibut, Oleg Evnin
Inspired by the prospect of having discretized spaces emerge from random graphs, we construct a collection of simple and explicit exponential random graph models that enjoy, in an…