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Fresh picks from ArXiv This week on ArXiv: reconstruction conjecture for higher expressivity, decision graphs, and control in robots 🤖 If I forgot to mention your paper, please shoot me a message and I will update the post. NeurIPS * Motif-based Graph Self-Supervised Learning for Molecular Property Prediction NeurIPS 2021 * Reconstruction for Powerful Graph Representations NeurIPS 2021 * Be Confident! Towards Trustworthy Graph Neural Networks via Confidence Calibration NeurIPS 2021 GNNs * Graph Pointer Neural Networks * Equivariant Neural Network for Factor Graphs * Tree in Tree: from Decision Trees to Decision Graphs Applications * Deep Fraud Detection on Non-attributed Graph * How Neural Processes Improve Graph Link Prediction * Coverage Control in Multi-Robot Systems via Graph Neural Networks * Molecule3D: A Benchmark for Predicting 3D Geometries from Molecular Graphs