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Takashi Maruyama

Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link Prediction

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Apr 04, 2025
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Fast, Modular, and Differentiable Framework for Machine Learning-Enhanced Molecular Simulations

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Mar 26, 2025
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Geometric Kolmogorov-Arnold Superposition Theorem

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Feb 23, 2025
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Higher-Rank Irreducible Cartesian Tensors for Equivariant Message Passing

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May 23, 2024
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Compositional Generative Inverse Design

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Jan 24, 2024
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Adaptive Message Passing: A General Framework to Mitigate Oversmoothing, Oversquashing, and Underreaching

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Dec 27, 2023
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Learning Controllable Adaptive Simulation for Multi-resolution Physics

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May 01, 2023
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Learning to Accelerate Partial Differential Equations via Latent Global Evolution

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Jun 15, 2022
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