NostraBiome Labs

    White papers

    Research notes on models that keep changing after deployment — persistent state, evolving dynamics, and systems that learn from the subject they observe.

    MTCE · Paper 01

    Models That Change With Experience

    From Persistent State to Adaptive World Models

    A memory system becomes larger with experience. An adaptive world model becomes different. We describe a persistent world model whose states, hypotheses, dynamics and actions are revised by new evidence — continuous model plasticity.

    Calin-Laurentiu Popescu · Valerio Lo Giudice

    Read the paper