Message-passing neural networks for high-throughput polymer screening

26 Jul 20181 code implementation

We show that message-passing neural networks trained with and without 3D structural information for these molecules achieve similar accuracy, comparable to state-of-the-art methods on existing benchmark datasets.

Simulation-based Adversarial Test Generation for Autonomous Vehicles with Machine Learning Components

18 Apr 20182 code implementations

We present a testing framework that is compatible with test case generation and automatic falsification methods, which are used to evaluate cyber-physical systems.


Machine learning for automatic construction of pseudo-realistic pediatric abdominal phantoms

9 Sep 20191 code implementation

To assess the effects of radiation therapy, treatment plans are typically simulated on phantoms, i. e., virtual surrogates of patient anatomy.


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