CAN POLAT pronounced “John”

Different questions.
One pursuit: physical trust.

From symmetry-preserving models to grounded scientific reasoning, each part of my research examines a different reason a prediction can fail.

Physically
trustworthy
machine learning

Enforce · Measure · Verify

Symmetry

Is the prediction physically allowed?

Scale

Does it hold as the system grows?

Conditions

Does it hold when conditions change?

Verification

Can we detect a wrong claim?