most citedPositional Knowledge is All You Need: Position-induced Transformer (PiT) for Operator Learning

2 citations · 2 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2025

DUE: A Deep Learning Framework and Library for Modeling Unknown Equations

Junfeng Chen, Kailiang Wu, Dongbin Xiu

Equations, particularly differential equations, are fundamental for understanding natural phenomena and predicting complex dynamics across various scientific and engineering discip…

cs.LG2024★ 2 cited

Positional Knowledge is All You Need: Position-induced Transformer (PiT) for Operator Learning

Junfeng Chen, Kailiang Wu

Operator learning for Partial Differential Equations (PDEs) is rapidly emerging as a promising approach for surrogate modeling of intricate systems. Transformers with the self-atte…