Knowledge Graphs

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The Confidence Trap: Calibration Attacks for Graph Neural Networks

 🤖Data science  Content type: Academic
arxiv.org·

A Topological Characterization of Graph Neural Networks via Stochastic Block Model Embeddings on the n-Sphere

 🔢Embeddings  Content type: Academic
arxiv.org·

Outage Detection in Self-Healing Smart Grids Using Reinforcement Learning with Spectral Graph Neural Networks

 🎮Reinforcement Learning  Content type: Academic
arxiv.org·

Knowledge Graphs and Reasoning LLMs for Finding Simple Yet Effective Transcriptomic Perturbation Predictors

 🎮Reinforcement Learning  Content type: Academic
arxiv.org·

VArify: A Visual Analytics System for Verifying Knowledge Enhanced Large Language Model Responses in Food Science

 🪟Context Windows  Content type: Academic
arxiv.org·

MetaConfigurator: AI-Assisted RDF Authoring from JSON Data

 🧠LLM Inference  Content type: Academic
arxiv.org·

When Design Rules Break: Benchmark Composition Determines Whether Label Informativeness Predicts GNN Aggregator Choice

 🔢Embeddings  Content type: Academic
arxiv.org·

Vessel Traffic Flow Prediction on Sparse Data via Spatio-Temporal Graph Neural Networks with a Learnable Tweedie Head

 🔬Deep Learning  Content type: Academic
arxiv.org·

Human-Centered AI for Safe Shuttle Car Routing in Underground Room-and-Pillar Coal Mines Using Graph Neural Networks

 🔥PyTorch  Content type: Academic
arxiv.org·

Generalized Rank-based Evaluation for Knowledge Graph Completion: Perspectives, Framework, and Analyses

 🪟Context Windows  Content type: Academic
arxiv.org·

Q-GNN: Query-Conditioned Graph Neural Networks with Type Awareness for Knowledge Graph Completion

 🤖LLM  Content type: Academic
arxiv.org·

Non-linear mechanical field reconstruction coupling recurrent neural networks with physics-informed graph neural networks

 🔢Embeddings  Content type: Academic
arxiv.org·

Graph Neural Network leveraging Higher-order Class Label Connectivity for Heterophilous Graphs

 🔢Embeddings  Content type: Academic
arxiv.org·

What Makes a Desired Graph for Relational Deep Learning?

 🤖Machine Learning  Content type: Academic
arxiv.org·

Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems

 🧠LLMs  Content type: Academic
arxiv.org·

HDST-GNN: Heterogeneous Dynamic Spatiotemporal Graph Neural Networks for Multi-Object Tracking in UAV Aerial Imagery

 🧠Neural Networks  Content type: Academic
arxiv.org·

Analog Quantum Asynchronous Event-Based Graph Neural Network

 🌱Digital Gardens  Content type: Academic
arxiv.org·

PROBE-Web: An Interactive System for Probing Evaluation Landscapes of Knowledge Graph Completion Models

 🧠LLM Inference  Content type: Academic
arxiv.org·

Beyond Soft Masks: Hard-Perturbation Mixup Explainer for Robust GNN Explainability

 🧠Transformers  Content type: Academic
arxiv.org·

PAC-Bayesian Adversarially Robust Generalization for Message Passing Graph Neural Networks: A Sensitivity Analysis

 🔥PyTorch  Content type: Academic
arxiv.org·
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