Bayram Eker
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Research notes on robot learning, quantum inference and the evidence behind a result.

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Bright studio concept of a precision-built measurement model with two input modules and two inspection apertures.

When two quantum models fit, which control can we trust?

Two different quantum models can explain the same measurements. A small one-qubit study asks what we can still promise about a control action.

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  1. Evidence review interface showing provenance and verification state

    What I look for when reading a preprint

    A preprint lets us examine work before peer review. Knowing what its links and identifiers mean helps us read both the contribution and its limits.

  2. QANTIS belief-update service running on IBM Heron hardware

    Why the second QANTIS paper follows the next decision

    A method can work once and still struggle when used again. The second QANTIS preprint follows that question through a sequence of decisions.

  3. QANTIS belief-update service running across IBM Heron backends

    What we learned from 45 experiments on IBM Heron

    The most useful part of the QANTIS hardware campaign was not one impressive number. It was learning when a result changed and why.

  4. A camera-equipped robot gripper pauses above a folded cloth, with a cup and wooden block on a workshop table.

    The last cup on the table

    Clearing breakfast looks simple until a robot tries it. One cup reveals what physical AI still has to learn about helping in a changing home.

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