Author

Yoshiaki Takashita

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Preprint Sep 2026

Reachability, Not Observation: Containing Systems Whose Wiring Changes

Containment decisions -- where to put a firewall, which links to monitor, what a program may reach -- are computed from an observed structure, and observation is a snapshot. We ask what a snapshot misses when the wiring changes over time. On a hypercube whose active dimension rotates, a balanced split shows zero crossi...

Yoshiaki Takashita · 0 citations

#machine learning Preprint Sep 2026

Reaching Every Position Without Searching: Rotating Sparse Wiring on the Hypercube as a Substitute for Attention

This work asks how far one can get with wiring that is fixed, sparse, and simply rotated from layer to layer, and reports what did not work - learned coordinates, and a"dynamics"variant whose apparent gains turned out to be an artefact of a saturated kernel.

Yoshiaki Takashita · 1 citation