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Graph Neural Networks

4,522 papers

Papers per year

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504
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Papers

Evaluating Self-Supervised Learning for Molecular Graph Embeddings NIPS 2023
GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks NIPS 2023
Zero-One Laws of Graph Neural Networks NIPS 2023
Evaluating the Robustness of Interpretability Methods through Explanation Invariance and Equivariance NIPS 2023
Does Invariant Graph Learning via Environment Augmentation Learn Invariance? NIPS 2023
The expressive power of pooling in Graph Neural Networks NIPS 2023
Evaluating Post-hoc Explanations for Graph Neural Networks via Robustness Analysis NIPS 2023
Unsupervised Graph Neural Architecture Search with Disentangled Self-Supervision NIPS 2023
Tailoring Self-Attention for Graph via Rooted Subtrees NIPS 2023
Expressivity-Preserving GNN Simulation NIPS 2023
Deep Gaussian Markov Random Fields for Graph-Structured Dynamical Systems NIPS 2023
Interpretable Prototype-based Graph Information Bottleneck NIPS 2023
Efficiently incorporating quintuple interactions into geometric deep learning force fields NIPS 2023
D4Explainer: In-distribution Explanations of Graph Neural Network via Discrete Denoising Diffusion NIPS 2023
Smooth, exact rotational symmetrization for deep learning on point clouds NIPS 2023
Cross-links Matter for Link Prediction: Rethinking the Debiased GNN from a Data Perspective NIPS 2023
Fair Graph Distillation NIPS 2023
Predicting Object Interactions with Behavior Primitives: An Application in Stowing Tasks CORL 2023
RoboCook: Long-Horizon Elasto-Plastic Object Manipulation with Diverse Tools CORL 2023
Geometry Matching for Multi-Embodiment Grasping CORL 2023
Neural Graph Control Barrier Functions Guided Distributed Collision-avoidance Multi-agent Control CORL 2023
Social Relation Reasoning Based on Triangular Constraints AAAI 2023
Universe Points Representation Learning for Partial Multi-Graph Matching AAAI 2023
Exposing the Self-Supervised Space-Time Correspondence Learning via Graph Kernels AAAI 2023
Action-Conditioned Generation of Bimanual Object Manipulation Sequences AAAI 2023