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Akash Dhruv

2 accepted papers

2025

Bubbleformer: Forecasting Boiling with Transformers

NeurIPS 2025spotlight

Modeling boiling---an inherently chaotic, multiphase process central to energy and thermal systems---remains a significant challenge for neural PDE surrogates. Existing models require future input (e.g., bubble positions) during inference because they fail to learn nucleation from past states, limit…

Cited by 0SourceScholar
2023

BubbleML: A Multiphase Multiphysics Dataset and Benchmarks for Machine Learning

NeurIPS 2023spotlight

In the field of phase change phenomena, the lack of accessible and diverse datasets suitable for machine learning (ML) training poses a significant challenge. Existing experimental datasets are often restricted, with limited availability and sparse ground truth, impeding our understanding of this co…

Cited by 13SourcePDFScholar