Principles
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Combined view — mineable Principles ranked first, claim-board stubs after, all rendered with their tier badge.
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Problem classnonlinear_inverse (203)linear_inverse (199)parameter_estimation (62)linear_inverse_with_categorical_readout (18)statistical_inverse (5)forward (3)parametric_spectral_estimation (3)linear_inverse_count (3)
Noise modelgaussian (316)shot_poisson (82)poisson (28)observation_gaussian (13)poisson_gaussian (13)measurement_gaussian (10)lognormal (9)deterministic (7)
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Domain:AllCompressive ImagingAstrophysicsComputational BiologyEnvironmental ScienceControl TheoryComputational FinanceRoboticsPetroleum EngineeringGeodesyParticle PhysicsOptimizationAstronomyPolymer PhysicsSemiconductor PhysicsComputational ChemistryQuantum MechanicsMaterials ScienceMicroscopyMedical ImagingCoherent ImagingComputational PhotographyComputational OpticsElectron MicroscopyDepth ImagingRemote SensingIndustrial InspectionUltrafast ImagingQuantum ImagingMultimodal FusionScanning ProbePlasma PhysicsNuclear EngineeringFluid DynamicsHeat TransferStructural MechanicsElectromagneticsAcousticsGeophysicsSignal ProcessingScientific InstrumentationSpectroscopy
| Title | ID | Chain | Domain | Tier | δ | L_DAG | Specs | Benchmarks |
|---|---|---|---|---|---|---|---|---|
| Coded Aperture Snapshot Spectral Imaging (CASSI) | L1-003 | testnet | Compressive Imaging | ★ Founder-vetted | 3 | 3.7 | 1 | 1 |
| Coded Aperture Compressive Temporal Imaging (CACTI) | L1-004 | testnet | Compressive Imaging | ★ Founder-vetted | 3 | 1.4 | 1 | 1 |
| Stellar Coronagraphy PSF Subtraction | L1-166 | unregistered | Astronomy | 📋 Stub — not mineable | 3 | 3.2 | 0 | 0 |
| Lucky Imaging Atmospheric Turbulence Recovery | L1-167 | unregistered | Astronomy | 📋 Stub — not mineable | 3 | 2.5 | 0 | 0 |
| Solar EUV/X-ray Image Reconstruction | L1-169 | unregistered | Astronomy | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Stimulated Emission Depletion (STED) — donut super-resolution | L1-010 | unregistered | Microscopy | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Coded Aperture Snapshot Spectral Imaging (CASSI) | L1-025 | unregistered | Compressive Imaging | 📋 Stub — not mineable | 3 | 3.7 | 0 | 0 |
| Coded Aperture Compressive Temporal Imaging (CACTI) | L1-027 | unregistered | Compressive Imaging | 📋 Stub — not mineable | 3 | 2 | 0 | 0 |
| Computed Tomography (CT) — fan/cone-beam X-ray reconstruction | L1-029 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Planar X-ray Radiography | L1-031 | unregistered | Medical Imaging | 📋 Stub — not mineable | 3 | 2.5 | 0 | 0 |
| Positron Emission Tomography (PET) | L1-033 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 3.6 | 0 | 0 |
| Single-Photon Emission Computed Tomography (SPECT) | L1-034 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Fluoroscopy (real-time X-ray) | L1-035 | unregistered | Medical Imaging | 📋 Stub — not mineable | 3 | 2.8 | 0 | 0 |
| Digital Mammography | L1-036 | unregistered | Medical Imaging | 📋 Stub — not mineable | 3 | 2.8 | 0 | 0 |
| Dual-Energy X-ray Absorptiometry (DEXA) | L1-037 | unregistered | Medical Imaging | 📋 Stub — not mineable | 3 | 3.2 | 0 | 0 |
| Cone-Beam CT (CBCT) — dental / interventional | L1-038 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| X-ray Angiography (DSA) | L1-039 | unregistered | Medical Imaging | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Electronic Portal Imaging (EPID) | L1-053 | unregistered | Medical Imaging | 📋 Stub — not mineable | 3 | 2.8 | 0 | 0 |
| Digital Breast Tomosynthesis (DBT) | L1-063 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Digital Holography (off-axis and in-line intensity holograms) | L1-071 | unregistered | Coherent Imaging | 📋 Stub — not mineable | 3 | 3.3 | 0 | 0 |
| Talbot-Lau Grating Interferometry (X-ray phase-contrast imaging) | L1-074 | unregistered | Coherent Imaging | 📋 Stub — not mineable | 3 | 3.4 | 0 | 0 |
| Scanning Electron Microscopy (SEM) — secondary-electron surface imaging | L1-084 | unregistered | Electron Microscopy | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Transmission Electron Microscopy (TEM) — thin-section contrast imaging | L1-085 | unregistered | Electron Microscopy | 📋 Stub — not mineable | 3 | 3.3 | 0 | 0 |
| Electron Tomography — tilt-series 3D reconstruction | L1-086 | unregistered | Electron Microscopy | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Scanning TEM (STEM) — HAADF / BF imaging with convergent beam | L1-087 | unregistered | Electron Microscopy | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Electron Energy Loss Spectroscopy (EELS) | L1-090 | unregistered | Electron Microscopy | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Off-Axis Electron Holography — nanoscale phase imaging | L1-091 | unregistered | Electron Microscopy | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Cryo-Electron Tomography (cryoET) — in-situ 3D biology at nm scale | L1-092 | unregistered | Electron Microscopy | 📋 Stub — not mineable | 10 | 4.5 | 0 | 0 |
| Focused Ion Beam SEM (FIB-SEM) — serial sectioning 3D imaging | L1-093 | unregistered | Electron Microscopy | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| STEM-EDX — X-ray energy-dispersive elemental mapping | L1-094 | unregistered | Electron Microscopy | 📋 Stub — not mineable | 3 | 3.4 | 0 | 0 |
| Scanning LiDAR (pulsed direct Time-of-Flight) | L1-096 | unregistered | Depth Imaging | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Flash LiDAR (single-shot 2D SPAD-array direct ToF) | L1-099 | unregistered | Depth Imaging | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Industrial Computed Tomography (high-res x-ray CT for NDT) | L1-111 | unregistered | Industrial Inspection | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| X-ray Non-Destructive Testing (2D radiography) | L1-112 | unregistered | Industrial Inspection | 📋 Stub — not mineable | 3 | 2.5 | 0 | 0 |
| X-Ray Fluorescence (XRF) Mapping | L1-118 | unregistered | Industrial Inspection | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Streak Camera — picosecond 1D time-resolved imaging | L1-149 | unregistered | Ultrafast Imaging | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Compressed Ultrafast Photography (CUP) — trillion fps imaging | L1-151 | unregistered | Ultrafast Imaging | 📋 Stub — not mineable | 10 | 4.5 | 0 | 0 |
| Near-Field Scanning Optical Microscopy (NSOM/SNOM) | L1-164 | unregistered | Scanning Probe | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| X-ray Phase Contrast — propagation / grating / analyzer | L1-254 | unregistered | Electromagnetics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |