Rows Are Not Evidence Units ↗
Should a model change when a table repeats the same evidence?
Submitted / under review · 2026
Amir Reza Peimani
Machine Learning & AI Researcher and Educator
I study how machine learning systems fail under subtle changes in data, supervision, evaluation, and interaction, and build methods to make them more reliable.
PhD researcher at the University of Toronto and UHN. My work connects AI reliability, neural engineering, and machine learning education.
Selected research
Publications ↗
Cross-View Contamination ↗
Can a validation split be contaminated when no complete rows match?
Submitted / under review · 2026
Training on Broken Contexts ↗
Does a supervised answer still have access to the tool output that produced it?
Submitted / under review · 2026
Executable Scientific Contracts ↗
What should an executable check establish about a scientific claim?
Submitted / under review · 2026
State-Complete Replay ↗
When does replay recover the counterfactual world an evaluator intends?
Submitted / under review · 2026Neural engineering
Multiregion neural recordings, seizure propagation, and machine learning for biological time series.
PhD research ↗Teaching
Machine learning, deep learning, and data science at the University of Toronto, Seneca, and Northeastern.
Teaching & Education ↗