A Minimalist Dataset for Systematic Generalization of Perception, Syntax, and Semantics
Download Abstract: Inspired by humans’ exceptiona …
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Machine Learning
SQA3D: Situated Question Answering in 3D Scenes
Download Abstract: We propose a new task to benchmark s …
How Powerful are Spectral Graph Neural Networks
Download Abstract: Spectral Graph Neural Network is a k …
3DLinker: An E(3) Equivariant Variational Autoencoder for Molecular Linker Design
Download Abstract: Deep learning has achieved tremendou …
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GLASS: GNN with Labeling Tricks for Subgraph Representation Learning
Download Abstract: Despite the remarkable achievements …
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Unsupervised Foreground Extraction via Deep Region Competition
Download Abstract: We present Deep Region Competition ( …
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Equivariant and Stable Positional Encoding for More Powerful Graph Neural Networks
Download Abstract: Graph neural networks (GNN) have sho …
Equivariant and Stable Positional Encoding for More Powerful Graph Neural Networks 查看全文 »
Latent Diffusion Energy-Based Model for Interpretable Text Modeling
Download Abstract: Latent space Energy-Based Models (EB …
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Decoupling the Depth and Scope of Graph Neural Networks
Download Abstract: State-of-the-art Graph Neural Networ …
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Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning
Download Abstract: In this paper, we provide a theory o …