I am a PhD candidate at Stanford University advised by Nick Ouellette in the Environmental Complexity Lab. Trying to find out what physics are learned by AI models of complex systems. Working on weather models right now.
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Recent Papers
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2025
Towards mechanistic understanding in a data-driven weather model: internal activations reveal interpretable physical features
T MacMillan, NT Ouellette · arXiv preprint · [PDF]
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2025
Expected correlation in time-series analysis
T MacMillan, JP Hilditch, NT Ouellette · Physical Review E · [PDF]