Q1 2025 Innovation Graph update: Bar chart races, data visualization on the rise, and key researc...

Q1 2025 Innovation Graph update: Bar chart races, data visualization on the rise, and key research  The GitHub Blog

Kolmogorov–Arnold graph neural networks for molecular property prediction - Nature

Kolmogorov–Arnold graph neural networks for molecular property prediction  Nature

Spectrum Context Graph: Discover multi-dimensional customer view - Precisely

Spectrum Context Graph: Discover multi-dimensional customer view  Precisely

Use Graph Machine Learning to detect fraud with Amazon Neptune Analytics and GraphStorm | Amazon ...

Use Graph Machine Learning to detect fraud with Amazon Neptune Analytics and GraphStorm | Amazon Web Services  Amazon Web Services

Graph-R1: An Agentic GraphRAG Framework for Structured, Multi-Turn Reasoning with Reinforcement L...

Graph-R1: An Agentic GraphRAG Framework for Structured, Multi-Turn Reasoning with Reinforcement Learning  MarkTechPost

Smart Reaction Templating: A Graph-Based Method for Automated Molecular Dynamics Input Generation...

Smart Reaction Templating: A Graph-Based Method for Automated Molecular Dynamics Input Generation  ACS Publications

How Knowledge Graph Helps Developers Build Better AI Tools - Chan Zuckerberg Initiative

How Knowledge Graph Helps Developers Build Better AI Tools  Chan Zuckerberg Initiative

Chaos Graph - This American Life

Chaos Graph  This American Life

Graph foundation models for relational data - Google Research

Graph foundation models for relational data  Google Research

Graph Analytics—Powering the Game Against Money Laundering - Oracle

Graph Analytics—Powering the Game Against Money Laundering  Oracle

Designing metamaterials with programmable nonlinear responses and geometric constraints in graph ...

Designing metamaterials with programmable nonlinear responses and geometric constraints in graph space  Nature

The evolution of graph learning - Google Research

The evolution of graph learning  Google Research

Graph coloring framework to mitigate cascading failure in complex networks | Communications Physi...

Graph coloring framework to mitigate cascading failure in complex networks | Communications Physics  Nature

Traffic flow prediction based on spatial-temporal multi factor fusion graph convolutional network...

Traffic flow prediction based on spatial-temporal multi factor fusion graph convolutional networks  Nature

The genuinely multipartite nonlocality of graph states is model-dependent - Nature

The genuinely multipartite nonlocality of graph states is model-dependent  Nature

Uncertainty quantification with graph neural networks for efficient molecular design - Nature

Uncertainty quantification with graph neural networks for efficient molecular design  Nature

Integrating a multitask graph neural network with DFT calculations for site-selectivity predictio...

Integrating a multitask graph neural network with DFT calculations for site-selectivity prediction of arenes and mechanistic knowledge generation  Nature

GTAT: empowering graph neural networks with cross attention - Nature

GTAT: empowering graph neural networks with cross attention  Nature

Spatially informed graph transformers for spatially resolved transcriptomics - Nature

Spatially informed graph transformers for spatially resolved transcriptomics  Nature

Interpretable niche-based cell‒cell communication inference using multi-view graph neural network...

Interpretable niche-based cell‒cell communication inference using multi-view graph neural networks  Nature

Deterministic and reconfigurable graph state generation with a single solid-state quantum emitter...

Deterministic and reconfigurable graph state generation with a single solid-state quantum emitter  Nature

Automated seizure detection in epilepsy using a novel dynamic temporal-spatial graph attention ne...

Automated seizure detection in epilepsy using a novel dynamic temporal-spatial graph attention network  Nature

A comparative analysis of three graph neural network models for predicting axillary lymph node me...

A comparative analysis of three graph neural network models for predicting axillary lymph node metastasis in early-stage breast cancer  Nature

Collaborative optimization of truck scheduling in container terminals using graph theory and DDQN...

Collaborative optimization of truck scheduling in container terminals using graph theory and DDQN  Nature

A Temporal Knowledge Graph Generation Dataset Supervised Distantly by Large Language Models | Sci...

A Temporal Knowledge Graph Generation Dataset Supervised Distantly by Large Language Models | Scientific Data  Nature

From biomedical knowledge graph construction to semantic querying: a comprehensive approach - Nature

From biomedical knowledge graph construction to semantic querying: a comprehensive approach  Nature

Facilitating Transition State Search with Minimal Conformational Sampling Using Reaction Graph - ...

Facilitating Transition State Search with Minimal Conformational Sampling Using Reaction Graph  ACS Publications

Boosting Q&A Accuracy with GraphRAG Using PyG and Graph Databases | NVIDIA Technical Blog - NVIDI...

Boosting Q&A Accuracy with GraphRAG Using PyG and Graph Databases | NVIDIA Technical Blog  NVIDIA Developer

Enhancing security in electromagnetic radiation therapy using fuzzy graph theory - Nature

Enhancing security in electromagnetic radiation therapy using fuzzy graph theory  Nature

A graph neural network that combines scRNA-seq and protein–protein interaction data - Nature

A graph neural network that combines scRNA-seq and protein–protein interaction data  Nature

GraphBAN: An inductive graph-based approach for enhanced prediction of compound-protein interacti...

GraphBAN: An inductive graph-based approach for enhanced prediction of compound-protein interactions  Nature

A Temporal Graph Dataset of Bitcoin Entity-Entity Transactions - Scientific Data - Nature

A Temporal Graph Dataset of Bitcoin Entity-Entity Transactions - Scientific Data  Nature

A comprehensive large-scale biomedical knowledge graph for AI-powered data-driven biomedical rese...

A comprehensive large-scale biomedical knowledge graph for AI-powered data-driven biomedical research  Nature

Toward optimal disease surveillance with graph-based active learning - PNAS

Toward optimal disease surveillance with graph-based active learning  PNAS

Construction of a knowledge graph for framework material enabled by large language models and its...

Construction of a knowledge graph for framework material enabled by large language models and its application  Nature

Spot the Difference: Safeguarding Cybersecurity with Graph Anomaly Detection - USC Viterbi School...

Spot the Difference: Safeguarding Cybersecurity with Graph Anomaly Detection  USC Viterbi School of Engineering

Graph convolution network for fraud detection in bitcoin transactions - Nature

Graph convolution network for fraud detection in bitcoin transactions  Nature

RNAmigos2: accelerated structure-based RNA virtual screening with deep graph learning - Nature

RNAmigos2: accelerated structure-based RNA virtual screening with deep graph learning  Nature

Graph pangenome reveals the regulation of malate content in blood-fleshed peach by NAC transcript...

Graph pangenome reveals the regulation of malate content in blood-fleshed peach by NAC transcription factors  Genome Biology

STAIG: Spatial transcriptomics analysis via image-aided graph contrastive learning for domain exp...

STAIG: Spatial transcriptomics analysis via image-aided graph contrastive learning for domain exploration and alignment-free integration  Nature

Drug discovery and mechanism prediction with explainable graph neural networks - Nature

Drug discovery and mechanism prediction with explainable graph neural networks  Nature

An efficient graph attention framework enhances bladder cancer prediction - Nature

An efficient graph attention framework enhances bladder cancer prediction  Nature

Graph–Property Relationships for Complex Chiral Nanodendrimers - ACS Publications

Graph–Property Relationships for Complex Chiral Nanodendrimers  ACS Publications

Accelerating materials property prediction via a hybrid Transformer Graph framework that leverage...

Accelerating materials property prediction via a hybrid Transformer Graph framework that leverages four body interactions | npj Computational Materials  Nature

Data-efficient construction of high-fidelity graph deep learning interatomic potentials - Nature

Data-efficient construction of high-fidelity graph deep learning interatomic potentials  Nature

Germany’s energy consumption and power mix in charts - Clean Energy Wire

Germany’s energy consumption and power mix in charts  Clean Energy Wire

Synchronization-based graph spatio-temporal attention network for seizure prediction - Nature

Synchronization-based graph spatio-temporal attention network for seizure prediction  Nature

How to Improve Multi-Hop Reasoning With Knowledge Graphs and LLMs - Graph Database & Analytics - ...

How to Improve Multi-Hop Reasoning With Knowledge Graphs and LLMs - Graph Database & Analytics  Neo4j

Graph Geometric Algebra networks for graph representation learning - Nature

Graph Geometric Algebra networks for graph representation learning  Nature

CatTSunami: Accelerating Transition State Energy Calculations with Pretrained Graph Neural Networ...

CatTSunami: Accelerating Transition State Energy Calculations with Pretrained Graph Neural Networks  ACS Publications

Semantics-based connectivity graph for indoor pathfinding powered by IFC-Graph - ScienceDirect.com

Semantics-based connectivity graph for indoor pathfinding powered by IFC-Graph  ScienceDirect.com

Integrating graph and reinforcement learning for vaccination strategies in complex networks - Nature

Integrating graph and reinforcement learning for vaccination strategies in complex networks  Nature

Supercharging Fraud Detection in Financial Services with Graph Neural Networks (Updated) - NVIDIA...

Supercharging Fraud Detection in Financial Services with Graph Neural Networks (Updated)  NVIDIA Developer

What’s Going On in This Graph? | Vaccinations - The New York Times

What’s Going On in This Graph? | Vaccinations  The New York Times

Connecting electronic health records to a biomedical knowledge graph to link clinical phenotypes ...

Connecting electronic health records to a biomedical knowledge graph to link clinical phenotypes and molecular endotypes in atopic dermatitis  Nature

Petagraph: A large-scale unifying knowledge graph framework for integrating biomolecular and biom...

Petagraph: A large-scale unifying knowledge graph framework for integrating biomolecular and biomedical data  Nature

Constructing a knowledge graph-driven intelligent data-enabled design system for mold using deep ...

Constructing a knowledge graph-driven intelligent data-enabled design system for mold using deep semantic understanding and intelligent decision support  Nature

DenseGNN: universal and scalable deeper graph neural networks for high-performance property predi...

DenseGNN: universal and scalable deeper graph neural networks for high-performance property prediction in crystals and molecules  Nature

A knowledge graph for crop diseases and pests in China - Scientific Data - Nature

A knowledge graph for crop diseases and pests in China - Scientific Data  Nature

Interpretable identification of cancer genes across biological networks via transformer-powered g...

Interpretable identification of cancer genes across biological networks via transformer-powered graph representation learning  Nature

The Water Health Open Knowledge Graph - Nature

The Water Health Open Knowledge Graph  Nature

DeepMoIC: multi-omics data integration via deep graph convolutional networks for cancer subtype c...

DeepMoIC: multi-omics data integration via deep graph convolutional networks for cancer subtype classification  BMC Genomics

Building a Manufacturing Digital Thread using Graph and Generative AI on AWS - Amazon Web Services

Building a Manufacturing Digital Thread using Graph and Generative AI on AWS  Amazon Web Services

Graphiti: Knowledge Graph Memory for an Agentic World - Neo4j

Graphiti: Knowledge Graph Memory for an Agentic World  Neo4j

Configurable Graph-Based Task Solving with the Marco Multi-AI Agent Framework for Chip Design - N...

Configurable Graph-Based Task Solving with the Marco Multi-AI Agent Framework for Chip Design  NVIDIA Developer

Design of an integrated model with temporal graph attention and transformer-augmented RNNs for en...

Design of an integrated model with temporal graph attention and transformer-augmented RNNs for enhanced anomaly detection  Nature

What’s Going On in This Graph? | Biomass and Technomass - The New York Times

What’s Going On in This Graph? | Biomass and Technomass  The New York Times

Schizophrenia recognition based on three-dimensional adaptive graph convolutional neural network ...

Schizophrenia recognition based on three-dimensional adaptive graph convolutional neural network  Nature

The 12 Best Graph Databases to Consider for 2025 - solutionsreview.com

The 12 Best Graph Databases to Consider for 2025  solutionsreview.com

Variational graph autoencoder for reconstructed transcriptomic data associated with NLRP3 mediate...

Variational graph autoencoder for reconstructed transcriptomic data associated with NLRP3 mediated pyroptosis in periodontitis  Nature

Single-step retrosynthesis prediction via multitask graph representation learning - Nature

Single-step retrosynthesis prediction via multitask graph representation learning  Nature

Espresso Goes Deep With The New Graph Portafilter Basket - Sprudge

Espresso Goes Deep With The New Graph Portafilter Basket  Sprudge

UVA Professor Tackles Graph Mining Challenges with New Algorithm - The University of Virginia

UVA Professor Tackles Graph Mining Challenges with New Algorithm  The University of Virginia

15 Best Graph Visualization Tools for Your Neo4j Graph Database - Graph Database & Analytics - Neo4j

15 Best Graph Visualization Tools for Your Neo4j Graph Database - Graph Database & Analytics  Neo4j

CoGraphNet for enhanced text classification using word-sentence heterogeneous graph representatio...

CoGraphNet for enhanced text classification using word-sentence heterogeneous graph representations and improved interpretability  Nature

Bitcoin research with a transaction graph dataset - Nature

Bitcoin research with a transaction graph dataset  Nature

What’s Going On in This Graph? | Banned Books - The New York Times

What’s Going On in This Graph? | Banned Books  The New York Times

Graph-based AI model maps the future of innovation - MIT News

Graph-based AI model maps the future of innovation  MIT News

What’s Going On in This Graph? | Uncrustables - The New York Times

What’s Going On in This Graph? | Uncrustables  The New York Times

An adaptive multi-graph neural network with multimodal feature fusion learning for MDD detection ...

An adaptive multi-graph neural network with multimodal feature fusion learning for MDD detection  Nature

EEG-based functional and effective connectivity patterns during emotional episodes using graph th...

EEG-based functional and effective connectivity patterns during emotional episodes using graph theoretical analysis  Nature

Reusability report: exploring the utility of variational graph encoders for predicting molecular ...

Reusability report: exploring the utility of variational graph encoders for predicting molecular toxicity in drug design  Nature

Imbalanced graph learning via mixed entropy minimization - Nature

Imbalanced graph learning via mixed entropy minimization  Nature

An edge server placement based on graph clustering in mobile edge computing - Nature

An edge server placement based on graph clustering in mobile edge computing  Nature

Multimodal language and graph learning of adsorption configuration in catalysis - Nature

Multimodal language and graph learning of adsorption configuration in catalysis  Nature

Fusing multiplex heterogeneous networks using graph attention-aware fusion networks | Scientific ...

Fusing multiplex heterogeneous networks using graph attention-aware fusion networks | Scientific Reports  Nature

Understanding Transformer reasoning capabilities via graph algorithms - Google Research

Understanding Transformer reasoning capabilities via graph algorithms  Google Research

Thermodynamic Transferability in Coarse-Grained Force Fields Using Graph Neural Networks - ACS Pu...

Thermodynamic Transferability in Coarse-Grained Force Fields Using Graph Neural Networks  ACS Publications

Hardware-efficient preparation of architecture-specific graph states on near-term quantum compute...

Hardware-efficient preparation of architecture-specific graph states on near-term quantum computers  Nature

What’s Going On in This Graph? | Taylor Swift - The New York Times

What’s Going On in This Graph? | Taylor Swift  The New York Times

Multi-layer graph attention neural networks for accurate drug-target interaction mapping - Nature

Multi-layer graph attention neural networks for accurate drug-target interaction mapping  Nature

Graph attention automatic encoder based on contrastive learning for domain recognition of spatial...

Graph attention automatic encoder based on contrastive learning for domain recognition of spatial transcriptomics  Nature

What’s Going On in This Graph? | Homebodies - The New York Times

What’s Going On in This Graph? | Homebodies  The New York Times

A unified framework to analyze transposable element insertion polymorphisms using graph genomes -...

A unified framework to analyze transposable element insertion polymorphisms using graph genomes  Nature

What’s Going On in This Graph? | Candidates’ Career Timelines - The New York Times

What’s Going On in This Graph? | Candidates’ Career Timelines  The New York Times

Knowledge graph driven medicine recommendation system using graph neural networks on longitudinal...

Knowledge graph driven medicine recommendation system using graph neural networks on longitudinal medical records  Nature

Accurately predicting enzyme functions through geometric graph learning on ESMFold-predicted stru...

Accurately predicting enzyme functions through geometric graph learning on ESMFold-predicted structures  Nature

Multi-view graph contrastive learning for social recommendation - Nature

Multi-view graph contrastive learning for social recommendation  Nature

Pretrainable geometric graph neural network for antibody affinity maturation - Nature

Pretrainable geometric graph neural network for antibody affinity maturation  Nature

Spatial-temporal graph neural networks for groundwater data - Nature

Spatial-temporal graph neural networks for groundwater data  Nature