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Alexandra Saxton

2 accepted papers

2024

A Space Group Symmetry Informed Network for O(3) Equivariant Crystal Tensor Prediction

ICML 2024poster

We consider the prediction of general tensor properties of crystalline materials, including dielectric, piezoelectric, and elastic tensors. A key challenge here is how to make the predictions satisfy the unique tensor equivariance to both O(3) and crystal space groups. To this end, we propose a Gene…

2024

On the Markov Property of Neural Algorithmic Reasoning: Analyses and Methods

ICLR 2024spotlight

Neural algorithmic reasoning is an emerging research direction that endows neural networks with the ability to mimic algorithmic executions step-by-step. A common paradigm in existing designs involves the use of historical embeddings in predicting the results of future execution steps. Our observati…