Publish hemibrain-heading-fn-2026-09-15 (Fruit Fly Brain, 2026-09-15)
Browse files
artifacts/hemibrain-heading-fn-2026-09-15/HEMIBRAIN_HEADING_FUNCTIONAL.md
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# Hemibrain functional velocity-to-heading integrator
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**Substrate:** Janelia hemibrain `hemibrain:v1.2.1` (CC-BY), 1015 nodes / 75011 edges. **Functional probe; no biological claim.**
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**Task:** `hemibrain-heading-velocity-integrator-v1` (circular-heading-recall, higher better).
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**Outcome:** `topology-advantage` (one of topology-advantage, weight-advantage, null-result).
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## Preregistered functional target
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- **goal:** A bounded recurrent circuit on the measured EPG compass ring must integrate a signed angular-velocity sequence into a persistent heading bump and report the integrated heading at the end of the rollout.
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- **rationale:** Angular-velocity integration and heading maintenance are the native function of the central-complex compass ring, so the measured EPG wiring is genuinely expected to help here (unlike the wave-5 descriptive scalar readout, which injected an isotropic scalar and scored 0.239 R^2 against 0.390 for an Erdos-Renyi graph).
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- **input:** A signed angular velocity omega_t in {-2,-1,0,1,2} at each of the 12 steps, delivered as the change of a declared 16-column von Mises heading bump reference; positive and negative omega therefore carry opposite signed increments.
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- **dynamics:** Bounded h_{t+1} = tanh(gain * P h_t + velocity_sign * (bump(phi_t) - bump(phi_{t-1}))) on the measured signed, row-normalised EPG operator P restricted to the compass ring, rescaled per graph to unit spectral radius.
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- **readout:** Fixed population-vector decoder over the declared 16-column heading bump basis; the decoded phase is compared with the true integrated heading by a cosine on held-out episodes.
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- **circuit:** Measured EPG compass ring; EPG columns are parsed from neuPrint instance-name suffixes _L1.._L8 and _R1.._R8 (L1..L8 -> columns 0..7, R1..R8 -> columns 8..15). Delta7, PEN_a, PEN_b, PEG and the FB/IB/ExR helpers are excluded.
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## Declared circuit
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- EPG compass ring: **46** cells over **16** declared columns (L1..L8 = 0..7, R1..R8 = 8..15).
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- Bounded tanh recurrence, `steps = 12`, `omega_max = 2`, `gain = 1.00`, `kappa = 3.00`.
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- Nodes per column: `{'0': 2, '1': 2, '2': 3, '3': 3, '4': 3, '5': 3, '6': 3, '7': 4, '8': 2, '9': 2, '10': 3, '11': 3, '12': 3, '13': 3, '14': 3, '15': 4}`.
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## Control ladder (seeds = 10, draws = 5)
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| rung | mean | 95% CI |
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|---|---:|---|
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| measured-graph | 0.5042 | [0.4910, 0.5180] |
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| shared-init-random | 0.1971 | [0.1847, 0.2089] |
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| erdos-renyi | 0.1971 | [0.1847, 0.2089] |
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| configuration-model | 0.2089 | [0.1966, 0.2207] |
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| degree-preserving | 0.2066 | [0.1920, 0.2198] |
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| weight-permuted | 0.3767 | [0.3637, 0.3939] |
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| topology-randomized | 0.1891 | [0.1779, 0.1997] |
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| function-matched-positive-control | 0.5042 | [0.4910, 0.5180] |
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### Paired contrasts (measured minus null)
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| contrast | effect | 95% CI | sign-flip p | Holm reject | MDE (80%%) | power@obs |
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|---|---:|---|---:|:---:|---:|---:|
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| measured-graph minus shared-init-random | 0.3071 | [0.2933, 0.3215] | 0.001953 | yes | 0.0212 | 1.0000 |
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| measured-graph minus erdos-renyi | 0.3071 | [0.2933, 0.3215] | 0.001953 | yes | 0.0212 | 1.0000 |
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| measured-graph minus configuration-model | 0.2953 | [0.2791, 0.3131] | 0.001953 | yes | 0.0256 | 1.0000 |
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| measured-graph minus degree-preserving | 0.2976 | [0.2846, 0.3136] | 0.001953 | yes | 0.0221 | 1.0000 |
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| measured-graph minus weight-permuted | 0.1275 | [0.1155, 0.1421] | 0.001953 | yes | 0.0201 | 1.0000 |
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| measured-graph minus topology-randomized | 0.3150 | [0.3006, 0.3300] | 0.001953 | yes | 0.0224 | 1.0000 |
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| function-matched-positive-control versus its mismatched counterpart | 0.8661 | [0.8479, 0.8870] | 0.001953 | yes | 0.0296 | 1.0000 |
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## Sign-flip control (intact velocity sign vs flipped input)
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| quantity | value |
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|---|---:|
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| intact mean | 0.5042 |
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| sign-flipped mean | -0.3619 |
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| all six matched nulls positive | True |
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| sign-flip positive control | True |
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## Limitations
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- The recurrent substrate is the measured EPG compass ring (EPG cells only); Delta7, PEN_a, PEN_b, PEG and the FB/IB/ExR columnar helpers are excluded from the functional circuit, so the reported score is a ring-specific, not whole-circuit, statement.
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- The EPG ring coordinate is parsed from instance-name suffixes L1..L8/R1..R8; all recovered EPG instances carry the PB08 glomerulus label, so the declared 16-column order is an annotation-derived prior, not an electrophysiological measurement.
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- The readout is a fixed population-vector decoder over the declared bump basis; it is identical across every rung, so the contrast isolates the recurrent operator rather than a fitted readout.
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- The dynamics are a bounded (tanh) linearisation of the measured signed operator with a per-graph spectral-radius rescaling; they are a declared model of angular-velocity integration, not a biophysical simulation.
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- Degree-preserving rewiring uses the full 5 x |E| directed double-edge-swap budget and verifies the in/out degree sequences and self-loop count exactly.
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- The functional target was chosen and piloted on the same measured subgraph before the frozen run; it is a preregistered evaluation of a hypothesis about this circuit, not an out-of-sample discovery.
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- The 10 paired seeds give descriptive intervals; the exact sign-flip is a secondary check and the normal-theory MDE/power is optimistic at small n.
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## Non-claims
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- This functional probe claims no biological advantage, general memory, AGI or programming expertise.
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- The EPG ring coordinate is parsed from neuPrint instance names (L1..L8 / R1..R8); it is the declared heading basis, not a measured physiological map.
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- An advantage over a matched null is necessary but never sufficient for a biological claim; negatives are retained and never reinterpreted.
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Runtime: 97.72s; seeds [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]; draws 5; protocol `ffb-hemibrain-heading-fn-v1` sha256 `9ad3b76b98027850`.
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artifacts/hemibrain-heading-fn-2026-09-15/PROVENANCE.md
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# HEMIBRAIN functional velocity-to-heading integrator provenance
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- Dataset: `hemibrain:v1.2.1` (Janelia hemibrain, CC-BY), accessed through the neuPrint HTTP API at https://neuprint.janelia.org.
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- Recurrent substrate: measured EPG compass ring (46 cells).
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- Preregistration: `ffb-hemibrain-heading-fn-v1` (`hf_space/assets/hemibrain_heading_protocol.json`), sha256 `9ad3b76b98027850b7d3652eaed2d2e72e775ed7f6635405dde6d3e418117aee`.
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- Ladder contract: `fw2k-control-ladder-v1` (`hf_space/assets/control_ladder_protocol.json`).
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- Seeds: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]; draws: 5; bootstrap resamples: 100000.
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- Outcome: `topology-advantage`.
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## Non-claims
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- This functional probe claims no biological advantage, general memory, AGI or programming expertise.
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- The EPG ring coordinate is parsed from neuPrint instance names (L1..L8 / R1..R8); it is the declared heading basis, not a measured physiological map.
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- An advantage over a matched null is necessary but never sufficient for a biological claim; negatives are retained and never reinterpreted.
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artifacts/hemibrain-heading-fn-2026-09-15/manifest.json
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{
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"dataset": "Janelia hemibrain",
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"dataset_version": "hemibrain:v1.2.1",
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"license": "CC-BY (Janelia hemibrain)",
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"metric_name": "circular-heading-recall",
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"n_edges": 75011,
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| 7 |
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"n_nodes": 1015,
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"n_ring_nodes": 46,
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"outcome": "topology-advantage",
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"outputs": [
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{
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"bytes": 14978,
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"path": "report.json",
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"sha256": "86f5398fbb164f9e7244d98d3207fd2b6d6d1b77b5ccc54632569c98eac102e7"
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},
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{
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"bytes": 5866,
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"path": "HEMIBRAIN_HEADING_FUNCTIONAL.md",
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"sha256": "943c500b30512327fd5f769188d7f84bc2878f67108b97856ecdc43d0216afb7"
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},
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{
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"bytes": 1053,
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"path": "PROVENANCE.md",
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"sha256": "8dad512d2dcedc96100fb8960ad9b41a52bb352a56616347b06c77339c0ed780"
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}
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],
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"protocol_id": "ffb-hemibrain-heading-fn-v1",
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"protocol_sha256": "9ad3b76b98027850b7d3652eaed2d2e72e775ed7f6635405dde6d3e418117aee",
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"provenance": {
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| 30 |
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"bootstrap_resamples": 100000,
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| 31 |
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"bootstrap_seed": 707,
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| 32 |
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"degree_swap_multiplier": 5,
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| 33 |
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"draws": 5,
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"protocol_id": "ffb-hemibrain-heading-fn-v1",
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"seeds": [
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0,
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1,
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2,
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3,
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4,
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5,
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6,
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7,
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8,
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9
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],
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"subgraph_path": "/home/user/dev/hf/hf-stage/publish/hemibrain-heading-2026-09-14/subgraph.npz",
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"subgraph_sha256": "2a3047748a3f2cc92ce33e3f107653e086651e1335b92a3a48ff1d43113ec482",
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"task_name": "hemibrain-heading-velocity-integrator-v1"
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| 50 |
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},
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"runtime_seconds": 97.72,
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"schema": "ffb-hemibrain-heading-functional-manifest-v1",
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"task_name": "hemibrain-heading-velocity-integrator-v1"
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}
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artifacts/hemibrain-heading-fn-2026-09-15/report.json
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|
| 1 |
+
{
|
| 2 |
+
"allowed_outcomes": [
|
| 3 |
+
"topology-advantage",
|
| 4 |
+
"weight-advantage",
|
| 5 |
+
"null-result"
|
| 6 |
+
],
|
| 7 |
+
"controlled_signals": {
|
| 8 |
+
"all_six_matched_nulls_positive": true,
|
| 9 |
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"intact_mean": 0.5041537244890605,
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| 10 |
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| 11 |
+
0.5009363067257319,
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| 12 |
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0.5101880382152005,
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| 13 |
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0.4958363141332346,
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| 14 |
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0.49029154210683257,
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| 15 |
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0.5440061055552787,
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| 16 |
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0.4967840513293734,
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| 17 |
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0.46404791462874745,
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| 18 |
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0.4989087940589315,
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| 19 |
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0.5385947234054722,
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| 20 |
+
0.5019434547318019
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| 21 |
+
],
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| 22 |
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"sign_flip_positive_control": true,
|
| 23 |
+
"sign_flipped_mean": -0.361909537365803,
|
| 24 |
+
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|
| 25 |
+
-0.34114424733449233,
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| 26 |
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-0.37783989041157917,
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| 27 |
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|
| 28 |
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|
| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
+
-0.3522300192659332,
|
| 34 |
+
-0.3476450100628791
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| 35 |
+
]
|
| 36 |
+
},
|
| 37 |
+
"dataset": {
|
| 38 |
+
"license": "CC-BY (Janelia hemibrain)",
|
| 39 |
+
"n_edges": 75011,
|
| 40 |
+
"n_nodes": 1015,
|
| 41 |
+
"name": "Janelia hemibrain",
|
| 42 |
+
"retrieved_utc": "2026-09-15T16:36:56+00:00",
|
| 43 |
+
"source": "https://neuprint.janelia.org",
|
| 44 |
+
"subgraph_path": "/home/user/dev/hf/hf-stage/publish/hemibrain-heading-2026-09-14/subgraph.npz",
|
| 45 |
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"subgraph_sha256": "2a3047748a3f2cc92ce33e3f107653e086651e1335b92a3a48ff1d43113ec482",
|
| 46 |
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"version": "hemibrain:v1.2.1"
|
| 47 |
+
},
|
| 48 |
+
"functional_target": {
|
| 49 |
+
"circuit": "Measured EPG compass ring; EPG columns are parsed from neuPrint instance-name suffixes _L1.._L8 and _R1.._R8 (L1..L8 -> columns 0..7, R1..R8 -> columns 8..15). Delta7, PEN_a, PEN_b, PEG and the FB/IB/ExR helpers are excluded.",
|
| 50 |
+
"dynamics": "Bounded h_{t+1} = tanh(gain * P h_t + velocity_sign * (bump(phi_t) - bump(phi_{t-1}))) on the measured signed, row-normalised EPG operator P restricted to the compass ring, rescaled per graph to unit spectral radius.",
|
| 51 |
+
"goal": "A bounded recurrent circuit on the measured EPG compass ring must integrate a signed angular-velocity sequence into a persistent heading bump and report the integrated heading at the end of the rollout.",
|
| 52 |
+
"input": "A signed angular velocity omega_t in {-2,-1,0,1,2} at each of the 12 steps, delivered as the change of a declared 16-column von Mises heading bump reference; positive and negative omega therefore carry opposite signed increments.",
|
| 53 |
+
"rationale": "Angular-velocity integration and heading maintenance are the native function of the central-complex compass ring, so the measured EPG wiring is genuinely expected to help here (unlike the wave-5 descriptive scalar readout, which injected an isotropic scalar and scored 0.239 R^2 against 0.390 for an Erdos-Renyi graph).",
|
| 54 |
+
"readout": "Fixed population-vector decoder over the declared 16-column heading bump basis; the decoded phase is compared with the true integrated heading by a cosine on held-out episodes."
|
| 55 |
+
},
|
| 56 |
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"ladder": {
|
| 57 |
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"contrasts": {
|
| 58 |
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| 59 |
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| 60 |
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| 61 |
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|
| 62 |
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"effect": 0.8660632618548636,
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| 63 |
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"holm_reject": true,
|
| 64 |
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"p_value": 0.001953125
|
| 65 |
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},
|
| 66 |
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"measured-graph minus configuration-model": {
|
| 67 |
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"available": true,
|
| 68 |
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|
| 69 |
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|
| 70 |
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"effect": 0.2952527329934235,
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| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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| 76 |
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| 78 |
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| 79 |
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| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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| 85 |
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| 86 |
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| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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| 92 |
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| 93 |
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| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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},
|
| 98 |
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|
| 99 |
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"available": true,
|
| 100 |
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|
| 101 |
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|
| 102 |
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"effect": 0.3150199027993953,
|
| 103 |
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|
| 104 |
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"p_value": 0.001953125
|
| 105 |
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},
|
| 106 |
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|
| 107 |
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|
| 108 |
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|
| 109 |
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|
| 110 |
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|
| 111 |
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|
| 112 |
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"p_value": 0.001953125
|
| 113 |
+
}
|
| 114 |
+
},
|
| 115 |
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"draws": 5,
|
| 116 |
+
"n_seeds": 10,
|
| 117 |
+
"outcome": "topology-advantage",
|
| 118 |
+
"primary_metric": "higher_better",
|
| 119 |
+
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|
| 120 |
+
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|
| 121 |
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0.2137758123900277,
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| 134 |
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0.19909252590392387
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| 135 |
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| 136 |
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|
| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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0.2121283974462552,
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0.1917976700783426,
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0.19616555081914827,
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0.1819909611605042,
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0.21397817792063284,
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0.22746323117230652
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| 153 |
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],
|
| 154 |
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"rung": "degree-preserving"
|
| 155 |
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},
|
| 156 |
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"erdos-renyi": {
|
| 157 |
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"ci_high": 0.20894375481720068,
|
| 158 |
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|
| 159 |
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0.2265718730328004,
|
| 164 |
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0.19131905338931807,
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| 165 |
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0.19990768757567984,
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0.19323109109379336,
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0.17578031249866657,
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0.2072719916072446,
|
| 169 |
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0.22458437757647412,
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| 170 |
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0.1588490483485731
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| 171 |
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],
|
| 172 |
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"rung": "erdos-renyi"
|
| 173 |
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},
|
| 174 |
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|
| 175 |
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|
| 176 |
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|
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| 180 |
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0.5101880382152005,
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| 182 |
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0.5440061055552787,
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0.46404791462874745,
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0.4989087940589315,
|
| 187 |
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0.5385947234054722,
|
| 188 |
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| 189 |
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],
|
| 190 |
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"rung": "function-matched-positive-control"
|
| 191 |
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},
|
| 192 |
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"measured-graph": {
|
| 193 |
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"ci_high": 0.5179820889687388,
|
| 194 |
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|
| 195 |
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|
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0.5101880382152005,
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0.46404791462874745,
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| 206 |
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|
| 207 |
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],
|
| 208 |
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"rung": "measured-graph"
|
| 209 |
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},
|
| 210 |
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"shared-init-random": {
|
| 211 |
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"ci_high": 0.20894375481720068,
|
| 212 |
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|
| 213 |
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|
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|
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0.19990768757567984,
|
| 220 |
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|
| 221 |
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|
| 222 |
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0.2072719916072446,
|
| 223 |
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|
| 224 |
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|
| 225 |
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],
|
| 226 |
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"rung": "shared-init-random"
|
| 227 |
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},
|
| 228 |
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"topology-randomized": {
|
| 229 |
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"ci_high": 0.19968330518592112,
|
| 230 |
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|
| 231 |
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"mean": 0.1891338216896652,
|
| 232 |
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"per_seed": [
|
| 233 |
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0.19335802268669552,
|
| 234 |
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0.1916669088421989,
|
| 235 |
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0.18079101283587973,
|
| 236 |
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0.2056341564668373,
|
| 237 |
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0.20416135567095992,
|
| 238 |
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0.2166699844071905,
|
| 239 |
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0.16374223036710278,
|
| 240 |
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0.19562332183641412,
|
| 241 |
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0.18326052274437046,
|
| 242 |
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0.15643070103900278
|
| 243 |
+
],
|
| 244 |
+
"rung": "topology-randomized"
|
| 245 |
+
},
|
| 246 |
+
"weight-permuted": {
|
| 247 |
+
"ci_high": 0.39386931624211163,
|
| 248 |
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"ci_low": 0.36374028249409185,
|
| 249 |
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"mean": 0.3767029458775102,
|
| 250 |
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"per_seed": [
|
| 251 |
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0.37773568987706024,
|
| 252 |
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0.37669940272095176,
|
| 253 |
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0.36489261431246456,
|
| 254 |
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0.38822531441176533,
|
| 255 |
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0.4426741813330598,
|
| 256 |
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0.3579754909792966,
|
| 257 |
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0.3492049312409202,
|
| 258 |
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0.3723776189008648,
|
| 259 |
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0.3570263319145902,
|
| 260 |
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0.3802178830841281
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| 261 |
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],
|
| 262 |
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"rung": "weight-permuted"
|
| 263 |
+
}
|
| 264 |
+
},
|
| 265 |
+
"task_name": "hemibrain-heading-velocity-integrator-v1"
|
| 266 |
+
},
|
| 267 |
+
"limitations": [
|
| 268 |
+
"The recurrent substrate is the measured EPG compass ring (EPG cells only); Delta7, PEN_a, PEN_b, PEG and the FB/IB/ExR columnar helpers are excluded from the functional circuit, so the reported score is a ring-specific, not whole-circuit, statement.",
|
| 269 |
+
"The EPG ring coordinate is parsed from instance-name suffixes L1..L8/R1..R8; all recovered EPG instances carry the PB08 glomerulus label, so the declared 16-column order is an annotation-derived prior, not an electrophysiological measurement.",
|
| 270 |
+
"The readout is a fixed population-vector decoder over the declared bump basis; it is identical across every rung, so the contrast isolates the recurrent operator rather than a fitted readout.",
|
| 271 |
+
"The dynamics are a bounded (tanh) linearisation of the measured signed operator with a per-graph spectral-radius rescaling; they are a declared model of angular-velocity integration, not a biophysical simulation.",
|
| 272 |
+
"Degree-preserving rewiring uses the full 5 x |E| directed double-edge-swap budget and verifies the in/out degree sequences and self-loop count exactly.",
|
| 273 |
+
"The functional target was chosen and piloted on the same measured subgraph before the frozen run; it is a preregistered evaluation of a hypothesis about this circuit, not an out-of-sample discovery.",
|
| 274 |
+
"The 10 paired seeds give descriptive intervals; the exact sign-flip is a secondary check and the normal-theory MDE/power is optimistic at small n."
|
| 275 |
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],
|
| 276 |
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"metric_name": "circular-heading-recall",
|
| 277 |
+
"non_claims": [
|
| 278 |
+
"This functional probe claims no biological advantage, general memory, AGI or programming expertise.",
|
| 279 |
+
"The EPG ring coordinate is parsed from neuPrint instance names (L1..L8 / R1..R8); it is the declared heading basis, not a measured physiological map.",
|
| 280 |
+
"An advantage over a matched null is necessary but never sufficient for a biological claim; negatives are retained and never reinterpreted."
|
| 281 |
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],
|
| 282 |
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"outcome": "topology-advantage",
|
| 283 |
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"power": {
|
| 284 |
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|
| 285 |
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"ci_high": 0.8870005982692515,
|
| 286 |
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|
| 287 |
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|
| 288 |
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| 289 |
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"mde": 0.02963788396959951,
|
| 290 |
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|
| 291 |
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"n": 10,
|
| 292 |
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|
| 293 |
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"sd": 0.03345363823516143
|
| 294 |
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},
|
| 295 |
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"measured-graph minus configuration-model": {
|
| 296 |
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|
| 297 |
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|
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|
| 299 |
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|
| 300 |
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"mde": 0.02561985670034397,
|
| 301 |
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|
| 302 |
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"n": 10,
|
| 303 |
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"power_at_observed": 1.0,
|
| 304 |
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"sd": 0.028918306670243882
|
| 305 |
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},
|
| 306 |
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"measured-graph minus degree-preserving": {
|
| 307 |
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|
| 308 |
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|
| 309 |
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|
| 310 |
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|
| 311 |
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"mde": 0.022122796341439557,
|
| 312 |
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|
| 313 |
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|
| 314 |
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|
| 315 |
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"sd": 0.024971014338128962
|
| 316 |
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},
|
| 317 |
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"measured-graph minus erdos-renyi": {
|
| 318 |
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"ci_high": 0.32149242660691146,
|
| 319 |
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|
| 320 |
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"effect": 0.3070656802758186,
|
| 321 |
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"includes_zero": false,
|
| 322 |
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"mde": 0.021240898545118413,
|
| 323 |
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"mde_target_power": 0.8,
|
| 324 |
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"n": 10,
|
| 325 |
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"power_at_observed": 1.0,
|
| 326 |
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"sd": 0.02397557586928363
|
| 327 |
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},
|
| 328 |
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"measured-graph minus shared-init-random": {
|
| 329 |
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|
| 330 |
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|
| 331 |
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|
| 332 |
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"includes_zero": false,
|
| 333 |
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"mde": 0.021240898545118413,
|
| 334 |
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|
| 335 |
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"n": 10,
|
| 336 |
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"power_at_observed": 1.0,
|
| 337 |
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"sd": 0.02397557586928363
|
| 338 |
+
},
|
| 339 |
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"measured-graph minus topology-randomized": {
|
| 340 |
+
"ci_high": 0.330008772517274,
|
| 341 |
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|
| 342 |
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"effect": 0.3150199027993953,
|
| 343 |
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"includes_zero": false,
|
| 344 |
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"mde": 0.022361009660561048,
|
| 345 |
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|
| 346 |
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"n": 10,
|
| 347 |
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|
| 348 |
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"sd": 0.025239896631104448
|
| 349 |
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},
|
| 350 |
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"measured-graph minus weight-permuted": {
|
| 351 |
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|
| 352 |
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|
| 353 |
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|
| 354 |
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|
| 355 |
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"mde": 0.020123768105315798,
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| 356 |
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|
| 357 |
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"n": 10,
|
| 358 |
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|
| 359 |
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"sd": 0.02271461953269168
|
| 360 |
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}
|
| 361 |
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},
|
| 362 |
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"primary_metric": "higher_better",
|
| 363 |
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"protocol_id": "ffb-hemibrain-heading-fn-v1",
|
| 364 |
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"protocol_sha256": "9ad3b76b98027850b7d3652eaed2d2e72e775ed7f6635405dde6d3e418117aee",
|
| 365 |
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"provenance": {
|
| 366 |
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"bootstrap_resamples": 100000,
|
| 367 |
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"bootstrap_seed": 707,
|
| 368 |
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"degree_swap_multiplier": 5,
|
| 369 |
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"draws": 5,
|
| 370 |
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"protocol_id": "ffb-hemibrain-heading-fn-v1",
|
| 371 |
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"seeds": [
|
| 372 |
+
0,
|
| 373 |
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1,
|
| 374 |
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2,
|
| 375 |
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3,
|
| 376 |
+
4,
|
| 377 |
+
5,
|
| 378 |
+
6,
|
| 379 |
+
7,
|
| 380 |
+
8,
|
| 381 |
+
9
|
| 382 |
+
],
|
| 383 |
+
"subgraph_path": "/home/user/dev/hf/hf-stage/publish/hemibrain-heading-2026-09-14/subgraph.npz",
|
| 384 |
+
"subgraph_sha256": "2a3047748a3f2cc92ce33e3f107653e086651e1335b92a3a48ff1d43113ec482",
|
| 385 |
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"task_name": "hemibrain-heading-velocity-integrator-v1"
|
| 386 |
+
},
|
| 387 |
+
"ring": {
|
| 388 |
+
"cell_type": "EPG",
|
| 389 |
+
"column_labels": "L1..L8 = 0..7, R1..R8 = 8..15",
|
| 390 |
+
"gain": 1.0,
|
| 391 |
+
"kappa": 3.0,
|
| 392 |
+
"n_ring_nodes": 46,
|
| 393 |
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"n_test": 96,
|
| 394 |
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"n_train": 192,
|
| 395 |
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"nodes_per_column": {
|
| 396 |
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"0": 2,
|
| 397 |
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"1": 2,
|
| 398 |
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"10": 3,
|
| 399 |
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"11": 3,
|
| 400 |
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"12": 3,
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| 401 |
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"13": 3,
|
| 402 |
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"14": 3,
|
| 403 |
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"15": 4,
|
| 404 |
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"2": 3,
|
| 405 |
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"3": 3,
|
| 406 |
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"4": 3,
|
| 407 |
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"5": 3,
|
| 408 |
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"6": 3,
|
| 409 |
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"7": 4,
|
| 410 |
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"8": 2,
|
| 411 |
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"9": 2
|
| 412 |
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},
|
| 413 |
+
"omega_max": 2,
|
| 414 |
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"ring_columns": 16,
|
| 415 |
+
"steps": 12
|
| 416 |
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},
|
| 417 |
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"runtime_seconds": 97.72,
|
| 418 |
+
"schema": "ffb-hemibrain-heading-functional-v1",
|
| 419 |
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"task_name": "hemibrain-heading-velocity-integrator-v1"
|
| 420 |
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}
|