Papers

DeepONet: Learning Nonlinear Operators for Identifying Differential Equations Based on the Universal Approximation Theorem of Operators

Lu, Jin, Pang, Zhang, Karniadakis · Nature Machine Intelligence 2021 · Operators

What it does

A branch net encodes the input function, a trunk net the query point; their product is the output.

Why it matters

The template for query-anywhere decoders used across today’s models.

Read the paper