Explainable Natural Language Processing with Matrix Product States

no code implementations • 16 Dec 2021 • Jirawat Tangpanitanon, Chanatip Mangkang, Pradeep Bhadola, Yuichiro Minato, Dimitris G. Angelakis, Thiparat Chotibut

Despite empirical successes of recurrent neural networks (RNNs) in natural language processing (NLP), theoretical understanding of RNNs is still limited due to intrinsically complex non-linear computations.

Sentiment Analysis

Fock State-enhanced Expressivity of Quantum Machine Learning Models

no code implementations • 12 Jul 2021 • Beng Yee Gan, Daniel Leykam, Dimitris G. Angelakis

The data-embedding process is one of the bottlenecks of quantum machine learning, potentially negating any quantum speedups.

BIG-bench Machine Learning Binary Classification +1

Quantum supremacy and quantum phase transitions

no code implementations • 11 Dec 2020 • Supanut Thanasilp, Jirawat Tangpanitanon, Marc-Antoine Lemonde, Ninnat Dangniam, Dimitris G. Angelakis

Demonstrating the ability of existing quantum platforms to perform certain computational tasks intractable to classical computers represents a cornerstone in quantum computing.

Quantum Physics Disordered Systems and Neural Networks Quantum Gases Statistical Mechanics