activity
20182026
collaborators

6 papers

physics.chem-ph2026

Automated Analysis of DFT Output Files for Molecular Descriptor Extraction and Reactivity Modeling

Yu-Chien Huang, Dennis Chung-Yang Huang, Yun-Cheng Tsai

Understanding the relationship between molecular structure and chemical reactivity or properties is fundamental to rational molecular design. Linear free energy relationships (LFER…

cs.LG2025

Quantum-Enhanced Forecasting for Deep Reinforcement Learning in Algorithmic Trading

Jun-Hao Chen, Yu-Chien Huang, Yun-Cheng Tsai +1

The convergence of quantum-inspired neural networks and deep reinforcement learning offers a promising avenue for financial trading. We implemented a trading agent for USD/TWD by i…

hep-th2019

Fibration structure in toric hypersurface Calabi-Yau threefolds

Yu-Chien Huang, Washington Taylor

We find through a systematic analysis that all but 29,223 of the 473.8 million 4D reflexive polytopes found by Kreuzer and Skarke have a 2D reflexive subpolytope. Such a subpolytop…

hep-th2018

Mirror symmetry and elliptic Calabi-Yau manifolds

Yu-Chien Huang, Washington Taylor

We find that for many Calabi-Yau threefolds with elliptic or genus one fibrations mirror symmetry factorizes between the fiber and the base of the fibration. In the simplest exampl…

hep-th2018

On the prevalence of elliptic and genus one fibrations among toric hypersurface Calabi-Yau threefolds

Yu-Chien Huang, Washington Taylor

We systematically analyze the fibration structure of toric hypersurface Calabi-Yau threefolds with large and small Hodge numbers. We show that there are only four such Calabi-Yau t…

hep-th2018

Comparing elliptic and toric hypersurface Calabi-Yau threefolds at large Hodge numbers

Yu-Chien Huang, Washington Taylor

We compare the sets of Calabi-Yau threefolds with large Hodge numbers that are constructed using toric hypersurface methods with those can be constructed as elliptic fibrations usi…