Jiaqing Xie

First-year PhD student in Computer Science at Fudan University. I received my M.Sc. in Computer Science from ETH Zurich and my B.Eng. in Electronics and Computer Science from the University of Edinburgh.

My research focuses on geometric transformers and spectroscopic data analysis.

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Email: 26113050148 [at] m.fudan [dot] edu [dot] cn

Jiaqing Xie

Representative Papers

GSF-χ: Global Stereochemical Fields for Chiral Graph Transformers GSF-χ: Global Stereochemical Fields for Chiral Graph Transformers
Jiaqing Xie, Yuxin Wang†, Xipeng Qiu†
arXiv preprint, 2026
arXiv / Code

TL;DR: Enantiomers share atoms, bonds, and pairwise distances yet behave differently in chiral environments, so molecular encoders must respect rotations without going blind to reflection. GSF-χ lets every stereogenic unit modulate all pairwise attention through a reflection-even phase field, while a handedness pseudoscalar χ reverses a Chiral-RoPE on latent query–key blocks; a C2 projection keeps ECD peak counts and positions mirror-even and peak signs mirror-odd. GSF-χ leads every central-ECD output and improves axial Rotation and Symbol by 12.6% and 7.9% over the strongest baseline.

© 2026 Jiaqing Xie

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