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Learning Potentials of Quantum Systems using Deep Neural Networks
TLDR
The method, termed Quantum Potential Neural Networks (QPNN), can learn potentials in an unsupervised manner with remarkable accuracy for a wide range of quantum systems, such as the quantum harmonic oscillator, particle in a box perturbed by an external potential, hydrogen atom, Poschl--Teller potential, and a solitary wave system.
Fine-tuning Vision Transformers for the Prediction of State Variables in Ising Models
TLDR
It is shown that ViT outperforms state-of-the-art Convolutional Neural Networks (CNN) when using a small number of microstate images from the Ising model corresponding to various boundary conditions and temperatures.
Book Review: Political Theory: Hannah Arendt and Political Theory: Challenging the Tradition
This book examines Oakeshott’s scepticism. Its central argument (although difficult to make out) is that because Oakeshott recognised the difficulty of framing experience in words, he embraced a kind
A SURVEY OF RELATION EXTRACTION TECHNIQUES USING HYBRID CLASSICAL AND STATE OF THE ART METHODS
TLDR
This study pipelined a series of classical and state-of-the-art NLP techniques, upstream and downstream, to various aspects of the greater biomedical relation extraction task, and examines the upstream effects of both classical techniques such as rule-based entity disambiguation and entity linking in order to normalize entities and relations.
Book Review: Political Theory: Free Will
was about Augustine’s philosophy of love, and Augustine’s conceptions of caritas and cupiditas have influenced most of Arendt’s thoughts on natality, worldliness, initium, immortality, evil, etc.
Transnational Waterstreams in the Middle East
Learning Full Configuration Interaction Electron Correlations with Deep Learning
TLDR
Using the effective correlation potential functions generated by the Electron Correlation Potential Neural Network, the eCPNN can predict the total energies of each of the studied atomic systems with a remarkable accuracy when compared to FCI energies.
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