JSON-Bag tokenizes JSON game trajectories, applies Jensen-Shannon distance and prototype nearest-neighbor search to classify agents/parameters/seeds across six tabletop games, outperforming hand-crafted features and correlating with policy distances.
A comparison of methods for player clustering via behavioral telemetry,
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JSON-Bag: A generic game trajectory representation
JSON-Bag tokenizes JSON game trajectories, applies Jensen-Shannon distance and prototype nearest-neighbor search to classify agents/parameters/seeds across six tabletop games, outperforming hand-crafted features and correlating with policy distances.