Rapid mechanical property prediction and de novo design of three-dimensional spider webs through graph and GraphPerceiver neural networks

Relational graph convolutional networks for predicting blood–brain barrier penetration of drug molecules

(2022) Yan Ding et al.   BIOINFORMATICS

Network medicine framework for identifying drug-repurposing opportunities for COVID-19

(2021) Deisy Morselli Gysi et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Deep learning model to predict complex stress and strain fields in hierarchical composites

(2021) Zhenze Yang et al.   Science Advances

Web architecture, dynamics and silk investment in the social spider Stegodyphus sarasinorum

(2021) Thejasvi Beleyur et al.   ANIMAL BEHAVIOUR

LAMMPS - A flexible simulation tool for particle-based materials modeling at the atomic, meso, and continuum scales

(2021) Aidan P. Thompson et al.   COMPUTER PHYSICS COMMUNICATIONS

Toward Reusable Surrogate Models: Graph-Based Transfer Learning on Trusses

(2021) Eamon Whalen et al.   JOURNAL OF MECHANICAL DESIGN

In situ three-dimensional spider web construction and mechanics

(2021) Isabelle Su et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Structure-based protein function prediction using graph convolutional networks

(2021) Vladimir Gligorijević et al.   Nature Communications

Interactive exploration of a hierarchical spider web structure with sound

(2021) Isabelle Su et al.   Journal on Multimodal User Interfaces

DiffNet++: A Neural Influence and Interest Diffusion Network for Social Recommendation

(2021) Le Wu et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

SciPy 1.0: fundamental algorithms for scientific computing in Python

(2020) Pauli Virtanen et al.   NATURE METHODS

WebNet: A biomateriomic three-dimensional spider web neural net

(2020) Eric L. Buehler et al.   Extreme Mechanics Letters

Temporal Multi-Graph Convolutional Network for Traffic Flow Prediction

(2020) Mingqi Lv et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

A Self-Consistent Sonification Method to Translate Amino Acid Sequences into Musical Compositions and Application in Protein Design Using Artificial Intelligence

(2019) Chi-Hua Yu et al.   ACS Nano

Modeling polypharmacy side effects with graph convolutional networks

(2018) Marinka Zitnik et al.   BIOINFORMATICS

Imaging and analysis of a three-dimensional spider web architecture

(2018) Isabelle Su et al.   Journal of the Royal Society Interface

Multiscale Modeling of Silk and Silk-Based Biomaterials-A Review

(2018) Diego López Barreiro et al.   MACROMOLECULAR BIOSCIENCE

Structural optimization of 3D-printed synthetic spider webs for high strength

(2015) Zhao Qin et al.   Nature Communications

Materials by design: Merging proteins and music

(2012) Joyce Y. Wong et al.   Nano Today

Hierarchical simulations for the design of supertough nanofibers inspired by spider silk

(2010) Federico Bosia et al.   PHYSICAL REVIEW E