Ze Cheng
6 papers · 2022–2025 · 3 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (3) π Cross-Pollinator (13) πΊοΈ Taxonomy Completionist (11)
π
Trend Setter
Conferences
ICML (4)
ICLR (1)
NIPS (1)
Top co-authors
Keywords
partial differential equation
(3)
neural operator
(2)
k-d tree
(1)
operator learning
(1)
boundary condition
(1)
domain decomposition
(1)
scientific computing
(1)
geometric learning
(1)
physics simulation
(1)
scientific machine learning
(1)
non-uniform datum
(1)
finite element method
(1)
geometric gating
(1)
neural network
(1)
irregular mesh
(1)
transformer architecture
(1)
geometric gating mechanism
(1)
attention mechanism
(1)
Papers
Accelerating PDE-Constrained Optimization by the Derivative of Neural Operators
ICML 2025
Reference Neural Operators: Learning the Smooth Dependence of Solutions of PDEs on Geometric Deformations
ICML 2024
Bi-level Physics-Informed Neural Networks for PDE Constrained Optimization using Broyden's Hypergradients
ICLR 2023
GNOT: A General Neural Operator Transformer for Operator Learning
ICML 2023
NUNO: A General Framework for Learning Parametric PDEs with Non-Uniform Data
ICML 2023
A Unified Hard-Constraint Framework for Solving Geometrically Complex PDEs
NIPS 2022