Interactive exact-output model · DD-021

General Sharing Frontier Lab

Select one immutable channel scenario, a sharing step, and a centralized pooled action budget. Percentages lead; exact fractions remain attached to every probability.

The decision boundary

share one more signal iff ρs = es+1/es < 1−q

Below the threshold, aggregation outruns the independent rescue action that sharing removes. Top-L recovery assumes centralized authority to choose distinct posterior-leading targets.

Choose an exact registered scenario

Showing the exact M=4, N=3 half-accurate point scenario.

Direct accuracy q50%1/2
Private discovery P_N87.5%7/8
Pooled accuracy C_s50%1/2
Discovery G_s87.5%7/8
Adjacent increment-12.5%-1/8
Error contraction ρ_s100%1
Rescue threshold 1−q50%1/2
Pooled value V_L58.3%7/12
Recovery budget L*3
Sharing-curve classstrict-compression-dominated
Full-sharing classB-shared-discovery-paradox

Discovery Gs

The selected step is marked; every bar is an immutable exact value.

Pooled accuracy Cs and rescue threshold

The threshold is 1−q.

Centralized action-budget recovery VL

Selected budget and recovery threshold are marked.

Complete exact table — 177 scenarios

Scroll horizontally to see every column.

Complete DD-021 General Sharing Frontier registry
ChannelFamilyMNqPNCNSharing classFull-sharing classL*
point-m3-p1of3Symmetric noisy point321/35/91/3strict-compression-dominatedD-boundary2
point-m3-p1of3Symmetric noisy point331/319/271/3strict-compression-dominatedD-boundary3
point-m3-p1of3Symmetric noisy point341/365/811/3strict-compression-dominatedD-boundary3
point-m3-p1of2Symmetric noisy point321/23/41/2strict-compression-dominatedD-boundary2
point-m3-p1of2Symmetric noisy point331/27/89/16strict-compression-dominatedB-shared-discovery-paradox3
point-m3-p1of2Symmetric noisy point341/215/1619/32strict-compression-dominatedB-shared-discovery-paradox3
point-m3-p2of3Symmetric noisy point322/38/92/3strict-compression-dominatedD-boundary2
point-m3-p2of3Symmetric noisy point332/326/277/9strict-compression-dominatedB-shared-discovery-paradox3
point-m3-p2of3Symmetric noisy point342/380/8122/27strict-compression-dominatedB-shared-discovery-paradox3
point-m3-p1of1Symmetric noisy point32111all-neutralD-boundary1
point-m3-p1of1Symmetric noisy point33111all-neutralD-boundary1
point-m3-p1of1Symmetric noisy point34111all-neutralD-boundary1
shortlist-m3-k1-a1of3Noisy K-shortlist321/35/91/3strict-compression-dominatedD-boundary2
shortlist-m3-k1-a1of3Noisy K-shortlist331/319/271/3strict-compression-dominatedD-boundary3
shortlist-m3-k1-a1of3Noisy K-shortlist341/365/811/3strict-compression-dominatedD-boundary3
shortlist-m3-k1-a1of2Noisy K-shortlist321/23/41/2strict-compression-dominatedD-boundary2
shortlist-m3-k1-a1of2Noisy K-shortlist331/27/89/16strict-compression-dominatedB-shared-discovery-paradox3
shortlist-m3-k1-a1of2Noisy K-shortlist341/215/1619/32strict-compression-dominatedB-shared-discovery-paradox3
shortlist-m3-k1-a3of4Noisy K-shortlist323/415/163/4strict-compression-dominatedD-boundary2
shortlist-m3-k1-a3of4Noisy K-shortlist333/463/64111/128strict-compression-dominatedB-shared-discovery-paradox3
shortlist-m3-k1-a3of4Noisy K-shortlist343/4255/256459/512strict-compression-dominatedB-shared-discovery-paradox3
guaranteed-shortlist-m3-k1Guaranteed K-shortlist32111all-neutralD-boundary1
guaranteed-shortlist-m3-k1Guaranteed K-shortlist33111all-neutralD-boundary1
guaranteed-shortlist-m3-k1Guaranteed K-shortlist34111all-neutralD-boundary1
exclusion-m3-k1Explicit K-exclusion321/23/43/4all-neutralD-boundary1
exclusion-m3-k1Explicit K-exclusion331/27/87/8all-neutralD-boundary1
exclusion-m3-k1Explicit K-exclusion341/215/1615/16all-neutralD-boundary1
shortlist-m3-k2-a2of3Noisy K-shortlist321/35/91/3strict-compression-dominatedD-boundary2
shortlist-m3-k2-a2of3Noisy K-shortlist331/319/271/3strict-compression-dominatedD-boundary3
shortlist-m3-k2-a2of3Noisy K-shortlist341/365/811/3strict-compression-dominatedD-boundary3
shortlist-m3-k2-a3of4Noisy K-shortlist323/839/6427/64strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m3-k2-a3of4Noisy K-shortlist333/8387/512225/512strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m3-k2-a3of4Noisy K-shortlist343/83471/40961863/4096strict-compression-dominatedB-shared-discovery-paradox3
guaranteed-shortlist-m3-k2Guaranteed K-shortlist321/23/43/4all-neutralD-boundary1
guaranteed-shortlist-m3-k2Guaranteed K-shortlist331/27/87/8all-neutralD-boundary1
guaranteed-shortlist-m3-k2Guaranteed K-shortlist341/215/1615/16all-neutralD-boundary1
exclusion-m3-k2Explicit K-exclusion32111all-neutralD-boundary1
exclusion-m3-k2Explicit K-exclusion33111all-neutralD-boundary1
exclusion-m3-k2Explicit K-exclusion34111all-neutralD-boundary1
confidence-point-m3-low1of3-high1of2Confidence-augmented point325/1295/14411/24strict-compression-dominatedB-shared-discovery-paradox2
confidence-point-m3-low1of3-high1of2Confidence-augmented point335/121385/1728187/384strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m3-low1of3-high1of2Confidence-augmented point345/1218335/20736785/1536strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m3-low1of2-high3of4Confidence-augmented point325/855/6411/16strict-compression-dominatedB-shared-discovery-paradox2
confidence-point-m3-low1of2-high3of4Confidence-augmented point335/8485/512777/1024strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m3-low1of2-high3of4Confidence-augmented point345/84015/40966599/8192strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m3-low1of3-high3of4Confidence-augmented point3213/24455/57631/48strict-compression-dominatedB-shared-discovery-paradox2
confidence-point-m3-low1of3-high3of4Confidence-augmented point3313/2412493/138242189/3072strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m3-low1of3-high3of4Confidence-augmented point3413/24317135/33177618737/24576strict-compression-dominatedB-shared-discovery-paradox3
point-m4-p1of4Symmetric noisy point421/47/161/4strict-compression-dominatedD-boundary2
point-m4-p1of4Symmetric noisy point431/437/641/4strict-compression-dominatedD-boundary3
point-m4-p1of4Symmetric noisy point441/4175/2561/4strict-compression-dominatedD-boundary3
point-m4-p1of2Symmetric noisy point421/23/41/2strict-compression-dominatedD-boundary2
point-m4-p1of2Symmetric noisy point431/27/87/12strict-compression-dominatedB-shared-discovery-paradox3
point-m4-p1of2Symmetric noisy point441/215/1623/36strict-compression-dominatedB-shared-discovery-paradox3
point-m4-p2of3Symmetric noisy point422/38/92/3strict-compression-dominatedD-boundary2
point-m4-p2of3Symmetric noisy point432/326/2764/81strict-compression-dominatedB-shared-discovery-paradox3
point-m4-p2of3Symmetric noisy point442/380/81616/729strict-compression-dominatedB-shared-discovery-paradox4
point-m4-p1of1Symmetric noisy point42111all-neutralD-boundary1
point-m4-p1of1Symmetric noisy point43111all-neutralD-boundary1
point-m4-p1of1Symmetric noisy point44111all-neutralD-boundary1
shortlist-m4-k1-a1of4Noisy K-shortlist421/47/161/4strict-compression-dominatedD-boundary2
shortlist-m4-k1-a1of4Noisy K-shortlist431/437/641/4strict-compression-dominatedD-boundary3
shortlist-m4-k1-a1of4Noisy K-shortlist441/4175/2561/4strict-compression-dominatedD-boundary3
shortlist-m4-k1-a1of2Noisy K-shortlist421/23/41/2strict-compression-dominatedD-boundary2
shortlist-m4-k1-a1of2Noisy K-shortlist431/27/87/12strict-compression-dominatedB-shared-discovery-paradox3
shortlist-m4-k1-a1of2Noisy K-shortlist441/215/1623/36strict-compression-dominatedB-shared-discovery-paradox3
shortlist-m4-k1-a3of4Noisy K-shortlist423/415/163/4strict-compression-dominatedD-boundary2
shortlist-m4-k1-a3of4Noisy K-shortlist433/463/647/8strict-compression-dominatedB-shared-discovery-paradox3
shortlist-m4-k1-a3of4Noisy K-shortlist443/4255/25611/12strict-compression-dominatedB-shared-discovery-paradox4
guaranteed-shortlist-m4-k1Guaranteed K-shortlist42111all-neutralD-boundary1
guaranteed-shortlist-m4-k1Guaranteed K-shortlist43111all-neutralD-boundary1
guaranteed-shortlist-m4-k1Guaranteed K-shortlist44111all-neutralD-boundary1
exclusion-m4-k1Explicit K-exclusion421/35/94/9strict-compression-dominatedB-shared-discovery-paradox2
exclusion-m4-k1Explicit K-exclusion431/319/2716/27strict-compression-dominatedB-shared-discovery-paradox2
exclusion-m4-k1Explicit K-exclusion441/365/8158/81strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m4-k2-a1of2Noisy K-shortlist421/47/161/4strict-compression-dominatedD-boundary2
shortlist-m4-k2-a1of2Noisy K-shortlist431/437/641/4strict-compression-dominatedD-boundary3
shortlist-m4-k2-a1of2Noisy K-shortlist441/4175/2561/4strict-compression-dominatedD-boundary3
shortlist-m4-k2-a3of4Noisy K-shortlist423/839/641/2strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m4-k2-a3of4Noisy K-shortlist433/8387/51235/64strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m4-k2-a3of4Noisy K-shortlist443/83471/409639/64strict-compression-dominatedB-shared-discovery-paradox3
guaranteed-shortlist-m4-k2Guaranteed K-shortlist421/23/45/6strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
guaranteed-shortlist-m4-k2Guaranteed K-shortlist431/27/817/18strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
guaranteed-shortlist-m4-k2Guaranteed K-shortlist441/215/1653/54strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
exclusion-m4-k2Explicit K-exclusion421/23/45/6strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
exclusion-m4-k2Explicit K-exclusion431/27/817/18strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
exclusion-m4-k2Explicit K-exclusion441/215/1653/54strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
shortlist-m4-k3-a3of4Noisy K-shortlist421/47/161/4strict-compression-dominatedD-boundary2
shortlist-m4-k3-a3of4Noisy K-shortlist431/437/641/4strict-compression-dominatedD-boundary3
shortlist-m4-k3-a3of4Noisy K-shortlist441/4175/2561/4strict-compression-dominatedD-boundary3
guaranteed-shortlist-m4-k3Guaranteed K-shortlist421/35/94/9strict-compression-dominatedB-shared-discovery-paradox2
guaranteed-shortlist-m4-k3Guaranteed K-shortlist431/319/2716/27strict-compression-dominatedB-shared-discovery-paradox2
guaranteed-shortlist-m4-k3Guaranteed K-shortlist441/365/8158/81strict-compression-dominatedB-shared-discovery-paradox2
exclusion-m4-k3Explicit K-exclusion42111all-neutralD-boundary1
exclusion-m4-k3Explicit K-exclusion43111all-neutralD-boundary1
exclusion-m4-k3Explicit K-exclusion44111all-neutralD-boundary1
confidence-point-m4-low1of4-high1of2Confidence-augmented point423/839/647/16strict-compression-dominatedB-shared-discovery-paradox2
confidence-point-m4-low1of4-high1of2Confidence-augmented point433/8387/51223/48strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m4-low1of4-high1of2Confidence-augmented point443/83471/409637/72strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m4-low1of2-high3of4Confidence-augmented point425/855/6411/16strict-compression-dominatedB-shared-discovery-paradox2
confidence-point-m4-low1of2-high3of4Confidence-augmented point435/8485/512295/384strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m4-low1of2-high3of4Confidence-augmented point445/84015/4096119/144strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m4-low1of4-high3of4Confidence-augmented point421/23/45/8strict-compression-dominatedB-shared-discovery-paradox2
confidence-point-m4-low1of4-high3of4Confidence-augmented point431/27/845/64strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m4-low1of4-high3of4Confidence-augmented point441/215/1673/96strict-compression-dominatedB-shared-discovery-paradox3
point-m5-p1of5Symmetric noisy point521/59/251/5strict-compression-dominatedD-boundary2
point-m5-p1of5Symmetric noisy point531/561/1251/5strict-compression-dominatedD-boundary3
point-m5-p1of5Symmetric noisy point541/5369/6251/5strict-compression-dominatedD-boundary3
point-m5-p1of2Symmetric noisy point521/23/41/2strict-compression-dominatedD-boundary2
point-m5-p1of2Symmetric noisy point531/27/819/32strict-compression-dominatedB-shared-discovery-paradox3
point-m5-p1of2Symmetric noisy point541/215/1685/128strict-compression-dominatedB-shared-discovery-paradox4
point-m5-p2of3Symmetric noisy point522/38/92/3strict-compression-dominatedD-boundary2
point-m5-p2of3Symmetric noisy point532/326/2743/54strict-compression-dominatedB-shared-discovery-paradox3
point-m5-p2of3Symmetric noisy point542/380/8131/36strict-compression-dominatedB-shared-discovery-paradox4
point-m5-p1of1Symmetric noisy point52111all-neutralD-boundary1
point-m5-p1of1Symmetric noisy point53111all-neutralD-boundary1
point-m5-p1of1Symmetric noisy point54111all-neutralD-boundary1
shortlist-m5-k1-a1of5Noisy K-shortlist521/59/251/5strict-compression-dominatedD-boundary2
shortlist-m5-k1-a1of5Noisy K-shortlist531/561/1251/5strict-compression-dominatedD-boundary3
shortlist-m5-k1-a1of5Noisy K-shortlist541/5369/6251/5strict-compression-dominatedD-boundary3
shortlist-m5-k1-a1of2Noisy K-shortlist521/23/41/2strict-compression-dominatedD-boundary2
shortlist-m5-k1-a1of2Noisy K-shortlist531/27/819/32strict-compression-dominatedB-shared-discovery-paradox3
shortlist-m5-k1-a1of2Noisy K-shortlist541/215/1685/128strict-compression-dominatedB-shared-discovery-paradox4
shortlist-m5-k1-a3of4Noisy K-shortlist523/415/163/4strict-compression-dominatedD-boundary2
shortlist-m5-k1-a3of4Noisy K-shortlist533/463/64225/256strict-compression-dominatedB-shared-discovery-paradox3
shortlist-m5-k1-a3of4Noisy K-shortlist543/4255/2561899/2048strict-compression-dominatedB-shared-discovery-paradox4
guaranteed-shortlist-m5-k1Guaranteed K-shortlist52111all-neutralD-boundary1
guaranteed-shortlist-m5-k1Guaranteed K-shortlist53111all-neutralD-boundary1
guaranteed-shortlist-m5-k1Guaranteed K-shortlist54111all-neutralD-boundary1
exclusion-m5-k1Explicit K-exclusion521/47/165/16strict-compression-dominatedB-shared-discovery-paradox2
exclusion-m5-k1Explicit K-exclusion531/437/6425/64strict-compression-dominatedB-shared-discovery-paradox2
exclusion-m5-k1Explicit K-exclusion541/4175/256125/256strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m5-k2-a2of5Noisy K-shortlist521/59/251/5strict-compression-dominatedD-boundary2
shortlist-m5-k2-a2of5Noisy K-shortlist531/561/1251/5strict-compression-dominatedD-boundary3
shortlist-m5-k2-a2of5Noisy K-shortlist541/5369/6251/5strict-compression-dominatedD-boundary3
shortlist-m5-k2-a1of2Noisy K-shortlist521/47/169/32strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m5-k2-a1of2Noisy K-shortlist531/437/6477/256strict-compression-dominatedB-shared-discovery-paradox3
shortlist-m5-k2-a1of2Noisy K-shortlist541/4175/2561961/6144strict-compression-dominatedB-shared-discovery-paradox3
shortlist-m5-k2-a3of4Noisy K-shortlist523/839/6469/128strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m5-k2-a3of4Noisy K-shortlist533/8387/5121251/2048strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m5-k2-a3of4Noisy K-shortlist543/83471/409622515/32768strict-compression-dominatedB-shared-discovery-paradox2
guaranteed-shortlist-m5-k2Guaranteed K-shortlist521/23/47/8strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
guaranteed-shortlist-m5-k2Guaranteed K-shortlist531/27/831/32strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
guaranteed-shortlist-m5-k2Guaranteed K-shortlist541/215/16127/128strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
exclusion-m5-k2Explicit K-exclusion521/35/95/9all-neutralD-boundary1
exclusion-m5-k2Explicit K-exclusion531/319/2741/54strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
exclusion-m5-k2Explicit K-exclusion541/365/8171/81strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
shortlist-m5-k3-a3of5Noisy K-shortlist521/59/251/5strict-compression-dominatedD-boundary2
shortlist-m5-k3-a3of5Noisy K-shortlist531/561/1251/5strict-compression-dominatedD-boundary3
shortlist-m5-k3-a3of5Noisy K-shortlist541/5369/6251/5strict-compression-dominatedD-boundary3
shortlist-m5-k3-a3of4Noisy K-shortlist521/47/165/16strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m5-k3-a3of4Noisy K-shortlist531/437/6491/256strict-compression-dominatedB-shared-discovery-paradox2
shortlist-m5-k3-a3of4Noisy K-shortlist541/4175/25649/128strict-compression-dominatedB-shared-discovery-paradox3
guaranteed-shortlist-m5-k3Guaranteed K-shortlist521/35/95/9all-neutralD-boundary1
guaranteed-shortlist-m5-k3Guaranteed K-shortlist531/319/2741/54strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
guaranteed-shortlist-m5-k3Guaranteed K-shortlist541/365/8171/81strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
exclusion-m5-k3Explicit K-exclusion521/23/47/8strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
exclusion-m5-k3Explicit K-exclusion531/27/831/32strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
exclusion-m5-k3Explicit K-exclusion541/215/16127/128strict-aggregation-dominatedC-strict-aggregation-dominated-consensus1
shortlist-m5-k4-a4of5Noisy K-shortlist521/59/251/5strict-compression-dominatedD-boundary2
shortlist-m5-k4-a4of5Noisy K-shortlist531/561/1251/5strict-compression-dominatedD-boundary3
shortlist-m5-k4-a4of5Noisy K-shortlist541/5369/6251/5strict-compression-dominatedD-boundary3
guaranteed-shortlist-m5-k4Guaranteed K-shortlist521/47/165/16strict-compression-dominatedB-shared-discovery-paradox2
guaranteed-shortlist-m5-k4Guaranteed K-shortlist531/437/6425/64strict-compression-dominatedB-shared-discovery-paradox2
guaranteed-shortlist-m5-k4Guaranteed K-shortlist541/4175/256125/256strict-compression-dominatedB-shared-discovery-paradox2
exclusion-m5-k4Explicit K-exclusion52111all-neutralD-boundary1
exclusion-m5-k4Explicit K-exclusion53111all-neutralD-boundary1
exclusion-m5-k4Explicit K-exclusion54111all-neutralD-boundary1
confidence-point-m5-low1of5-high1of2Confidence-augmented point527/20231/40017/40strict-compression-dominatedB-shared-discovery-paradox2
confidence-point-m5-low1of5-high1of2Confidence-augmented point537/205803/8000607/1280strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m5-low1of5-high1of2Confidence-augmented point547/20131439/1600005273/10240strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m5-low1of2-high3of4Confidence-augmented point525/855/6411/16strict-compression-dominatedB-shared-discovery-paradox2
confidence-point-m5-low1of2-high3of4Confidence-augmented point535/8485/5121595/2048strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m5-low1of2-high3of4Confidence-augmented point545/84015/409627611/32768strict-compression-dominatedB-shared-discovery-paradox4
confidence-point-m5-low1of5-high3of4Confidence-augmented point5219/401159/160049/80strict-compression-dominatedB-shared-discovery-paradox2
confidence-point-m5-low1of5-high3of4Confidence-augmented point5319/4054739/640007141/10240strict-compression-dominatedB-shared-discovery-paradox3
confidence-point-m5-low1of5-high3of4Confidence-augmented point5419/402365519/2560000124343/163840strict-compression-dominatedB-shared-discovery-paradox3

Evidence boundary and provenance

The Lab selects rows from the sole exact run; it does not simulate, interpolate, or change claim status. The absent mixed curve is a bounded null over the declared registry.

DD-C-0097 · DD-C-0098 · DD-C-0099 · DD-C-0100 · DD-C-0101 · DD-C-0102 · DD-C-0103 · 20260722T185924Z_DD-021_3cdbbc40_2fea269a9a

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