Adam Davies

Doctoral Researcher at INVITE AI Institute

Oak Park, Illinois, United States
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Summary

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Senior
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Top School
Adam Davies is a PhD candidate at UIUC (expected Spring 2026) who researches NLP, mechanistic interpretability, cognitive science, OOD generalization, and causal machine learning to build a cognitive science of AI. He combines theoretical work—introducing sparse autoencoders and causal probing frameworks—with applied studies on LLM steering, simulation for education and social science, and synthetic-data augmentation for robustness. His publications span NeurIPS, ICML, COLM, AAAI and Frontiers in AI, and his internships include focused deep-learning research at Microsoft. With nine years of experience across interdisciplinary teams, he translates interpretability insights into methods that predict and improve models’ behavior under distribution shift. A less obvious strength is his track record in collaborating with social scientists to operationalize socially responsible model design, linking technical interpretability to real-world impact.
code9 years of coding experience
job5 years of employment as a software developer
bookThe University of Utah
bookDoctor of Philosophy - PhD, Computer Science, Doctor of Philosophy - PhD, Computer Science at University of Illinois Urbana-Champaign
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Github Skills (8)

mirroring10
orientation10
display-manager10
pyobjc10
python10
brightness10
macos9
objective-c9

Programming languages (1)

Python

Github contributions (5)

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An open-source Python library which can modify your Mac's display settings manually or automatically.
Contributions:262 commits, 3 pushes, 3 branches in 3 months
python-libraryobjective-cpyobjcpythondisplay-manager
Contributions:11 pushes, 1 branch in 3 years 4 months
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Adam Davies - Doctoral Researcher at INVITE AI Institute