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L. Guedes

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#artificial intelligence Sep 2026

The Free Inference Dimension: Complexity Measure for Zero-Collision Navigation under Hypothesis Mixtures

This work formalizes the Free Inference dimension dFI(S,N), a combinatorial measure of the environmental complexity a VM agent can handle while preserving trajectory coherence, and proves dFI is strictly smaller than the VC-dimension and relates to the Natarajan dimension up to a path-length factor, capturing the cost...

L. Guedes, E. Haeusler · 0 citations

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