Author

Vincent François-Lavet

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Preprint Aug 2026

Learning When to Think: Adaptive Reasoning for Test-Time Compute Allocation

A reasoning model is built that adaptively chooses how much to reason for each problem, and the brief modes end up more accurate than \textsc{Long}, which shows that the router sorts problems by difficulty rather than at random.

Gijs Kassenaar, Zhao Yang, Vincent François-Lavet · 2 citations

Preprint Jul 2026

Neuro-Symbolic Meta-Policies for Temporal Knowledge-Graph Memory under Partial Observability

Partially observable reinforcement learning requires deciding what to retain, retrieve, and forget over time. We introduce a neuro-symbolic meta-policy that learns which symbolic memory heuristic to apply at each decision point while keeping execution symbolic. Our setting uses temporal knowledge-graph memory in RoomKG...

Taewoon Kim, Vincent François-Lavet, Michael Cochez · 0 citations