482 citations · 497 across the 5 of their papers we have counts for
15 papers
Quantum Computing for Energy Management: A Semi Non-Technical Guide for Practitioners
Jirawat Tangpanitanon
The pursuit of energy transition necessitates the coordination of several technologies, including more efficient and cost-effective distributed energy resources (DERs), smart grids…
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…
Quantum supremacy and quantum phase transitions
Supanut Thanasilp, Jirawat Tangpanitanon, Marc-Antoine Lemonde +2
Demonstrating the ability of existing quantum platforms to perform certain computational tasks intractable to classical computers represents a cornerstone in quantum computing. Des…
Qubit-efficient encoding schemes for binary optimisation problems
Benjamin Tan, Marc-Antoine Lemonde, Supanut Thanasilp +2
We propose and analyze a set of variational quantum algorithms for solving quadratic unconstrained binary optimization problems where a problem consisting of classical variab…
Expressibility and trainability of parameterized analog quantum systems for machine learning applications
Jirawat Tangpanitanon, Supanut Thanasilp, Ninnat Dangniam +2
Parameterized quantum evolution is the main ingredient in variational quantum algorithms for near-term quantum devices. In digital quantum computing, it has been shown that random…