Author

Kate Larson

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Preprint Aug 2026

Pandora's AI Model Routing Box: Efficient Allocation with Costly Value Estimation

Experiments across three domains show that Pandora's Router matches the routing quality of exhaustive estimation, while querying the expensive estimator far less often.

Adam Fisch, Shubhendu Trivedi, Fantine Huot et al. · 1 citation

Preprint Jul 2026

Strategy, Not Payoffs: A Behavioural Embedding of Normal-Form Games

This work proposes a lightweight two-feature embedding that captures fundamental behavioural demands: the entropy of the Nash equilibrium and the sensitivity of optimal responses to an opponent's action, and shows that this embedding reliably predicts performance changes on held-out games.

Joshua Caiata, Sreepriya Pulyassary, Xiang Li et al. · 0 citations