Atsushi Goto

School of Chemistry, Chemical Engineering and Biotechnology (CCEB), Nanyang Technological University, Singapore 637371

Papers on Lattice

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Architecture Design (Transformers, SSMs, MoE) (1)Scientific Discovery & Drug Design (1)

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Yasharth Yadav (1)Tze Kwang Gerald Er (1)Kelin Xia (1)

Papers (1)

May 26, 2026

Periodic Topological Deep Learning for Polymer Design and Discovery

By explicitly modeling periodicity and many-body interactions, Periodic-TDL doesn't just predict polymer properties better, it actually uncovers the underlying physical effects of functional group modifications.

Yasharth Yadav, Tze Kwang Gerald Er, Atsushi Goto +1

Architecture Design (Transformers, SSMs, MoE)Scientific Discovery & Drug Design

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Atsushi Goto

Research focus

Frequent co-authors

Papers (1)