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the_buzz

Bitcoin prediction bake-off: random forest vs a fruit-fly-connectome network.

Fidelity · reviewed
L1 Dynamics

Neurons are simulated — leaky integrate-and-fire or better — with documented, tuned parameters.

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The evidence

No evidence, no level.
Rating note

The FlyWire adjacency matrix becomes the recurrent reservoir of an echo state network whose state evolves under a documented leaky-tanh update with declared leak rate (0.7-0.9), spectral radius (0.9) and input scaling, which is the same class of simplified rate unit the scale credits at L1. This is the weakest form of L1: there is no membrane potential, no spiking, no refractory period, and the neurotransmitter signs are discarded entirely - edge weights are log1p-transformed, row-normalised and rescaled, leaving an all-positive reservoir. Not L2: the reservoir matrix W is built once and never written again, and the only thing fitted is the linear output vector w_out, solved in closed form by ridge regression - a trained readout on a frozen graph, exactly the pattern the scale calls out. Rate the simulation, not the backtest: the headline +4.32% versus +3.78% for the degree-preserving rewired control is a single 1.4-day test window and is not evidence of anything on this scale.

Record

CategoryLanguage, art & other
DatasetsNot detected
LevelL1 — reviewed
Listed intownie/awesome-fruit-fly
First indexed2026-09-15

Ratings on thelearningfly.com are proposals, not verdicts. Every one of them is arguable in public.