Katiana Kontolati - Publications, H-index & Citations

Katiana Kontolati

bayer crop science

9H指数

23论文数

388被引数

收录论文 7

发表时间

Biology-informed neural networks learn nonlinear representations from omics data to improve genomic prediction and biological discovery 生物学信息神经网络从组学数据中学习非线性表示以改进基因组预测和生物学发现

Plant Journal

IF5.7

2026-08-12

OAAI

Katiana Kontolati; Rini Jasmine Gladstone; Ian W. Davis; Ethan M. Pickering

Synergistic learning with multi-task DeepONet for efficient PDE problem solving 多任务DeepONet协同学习高效解决PDE问题

NEURAL NETWORKS

IF6.3

2025-04-01

PREAI

Kumar, Varun; Goswami, Somdatta; Kontolati, Katiana; Shields, Michael D.; Karniadakis, George Em

Learning nonlinear operators in latent spaces for real-time predictions of complex dynamics in physical systems 在潜在空间中学习非线性算子，以实时预测物理系统中的复杂动力学

NATURE COMMUNICATIONS

IF15.7

2024-06-14

OAAI

Kontolati, Katiana; Goswami, Somdatta; Karniadakis, George Em; Shields, Michael D.

On the influence of over-parameterization in manifold based surrogates and deep neural operators

JOURNAL OF COMPUTATIONAL PHYSICS

IF3.8

2023-04-01

OAAI

Kontolati, Katiana; Goswami, Somdatta; Shields, Michael D.; Karniadakis, George Em

Deep transfer operator learning for partial differential equations under conditional shift

NATURE MACHINE INTELLIGENCE

IF23.9

2022-12-01

PREAI

Goswami, Somdatta; Kontolati, Katiana; Shields, Michael D. D.; Karniadakis, George Em

A survey of unsupervised learning methods for high-dimensional uncertainty quantification in black-box-type problems 黑盒问题高维不确定性量化的无监督学习方法综述

JOURNAL OF COMPUTATIONAL PHYSICS

IF3.8

2022-09-01

OAAI

Kontolati, Katiana; Loukrezis, Dimitrios; Giovanis, Dimitrios G.; Vandanapu, Lohit; Shields, Michael D.

Manifold learning for coarse-graining atomistic simulations: Application to amorphous solids 粗粒度原子模拟的流形学习: 在非晶固体中的应用

ACTA MATERIALIA

IF9.3

2021-08-01

OAAI

Kontolati, Katiana; Alix-Williams, Darius; Boffi, Nicholas M.; Falk, Michael L.; Rycroft, Chris H.; Shields, Michael D.

研究方向