Differentiable physics: the network: research plan

The proposed next steps are a topology check on candidate flows, or a smaller level penalty combined with a check for unlabelled jumps; neither option is planned. Experiment 116 ended inconclusive because the known-answer gate failed: every setting that found injected transfers also found flow between substations with no interconnection. Experiment 131 added a per-substation drift term. At equal or higher recall the drift term cuts the flow on unconnected pairs by half to three quarters, but no setting meets the recall targets and the placebo limit together, and the level penalty shrinks the flows the fit finds.

Planned experiments

Experiment	Hypothesis	Relevance