probability-encoding: NengoGUI demo for the GMM population mode - #1341
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celiasmith wants to merge 1 commit into
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probability-encoding: NengoGUI demo for the GMM population mode#1341celiasmith wants to merge 1 commit into
celiasmith wants to merge 1 commit into
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Summary
Adds a small NengoGUI-friendly demo to the existing
probability-encodingsubmission, wrapping cell 22 of Furlong's Probability Encodings — Spiking Implementation notebook in the v0.2.0ProbabilityEncoderclass.The new script (
examples/nengogui/gmm_population.py) draws 500 samples from a 2-component 1-D GMM, builds theProbabilityEncoderin population mode (one neuron per query point on the input domain, with encoders set to the SSPs of those points), and drives the ensemble with the trained mean SSPmu. Each neuron's firing rate then traces the GMM density at the query point its encoder corresponds to.Opens in NengoGUI with:
Metadata gains a
nengogui:block pointing at the new script so the site can award the nengogui-ready badge.Patch-bump 0.1.0 → 0.1.1 (purely additive — no API changes; the existing entry_point, library, and tests are untouched).
Test plan
python tools/validate_submission.py submissions/probability-encoding→ PASSsrc/changed)🤖 Generated with Claude Code