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 |
|---|---|---|---|---|---|---|---|---|
| CMB Gravitational Lensing Reconstruction | L1-367 | unregistered | Astrophysics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Strong Gravitational Lensing Inversion | L1-368 | unregistered | Astrophysics | 📋 Stub — not mineable | 10 | 4.2 | 0 | 0 |
| Stellar Atmosphere Spectral Inversion | L1-371 | unregistered | Astrophysics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Accretion Disk Structure Inversion | L1-375 | unregistered | Astrophysics | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| Atmospheric Radiative Transfer Inversion | L1-416 | unregistered | Environmental Science | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| Photogrammetry Structure-from-Motion | L1-470 | unregistered | Geodesy | 📋 Stub — not mineable | 3 | 3.5 | 0 | 0 |
| Landau-de Gennes Liquid Crystal Theory | L1-479 | unregistered | Polymer Physics | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Bethe-Salpeter Equation for Excitons | L1-320 | unregistered | Quantum Mechanics | 📋 Stub — not mineable | 10 | 4.2 | 0 | 0 |
| Lindblad Master Equation (Open Quantum Systems) | L1-324 | unregistered | Quantum Mechanics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Additive Manufacturing (Selective Laser Melting) Thermal Model | L1-341 | unregistered | Materials Science | 📋 Stub — not mineable | 5 | 3.9 | 0 | 0 |
| Fluorescence Lifetime Imaging Microscopy (FLIM) | L1-007 | unregistered | Microscopy | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Fourier Ptychographic Microscopy (FPM) | L1-008 | unregistered | Microscopy | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| Two-Photon Microscopy (chi-3 NLO excitation) | L1-009 | unregistered | Microscopy | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| PALM / STORM (single-molecule localization microscopy) | L1-011 | unregistered | Microscopy | 📋 Stub — not mineable | 10 | 4.2 | 0 | 0 |
| MINFLUX (minimum-photon single-molecule localization) | L1-015 | unregistered | Microscopy | 📋 Stub — not mineable | 10 | 4 | 0 | 0 |
| Zernike Phase-Contrast Microscopy | L1-017 | unregistered | Microscopy | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Differential Interference Contrast (DIC / Nomarski) Microscopy | L1-018 | unregistered | Microscopy | 📋 Stub — not mineable | 3 | 3.5 | 0 | 0 |
| Second Harmonic Generation (SHG) Microscopy | L1-021 | unregistered | Microscopy | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Three-Photon Microscopy (chi-5 deep-tissue imaging) | L1-023 | unregistered | Microscopy | 📋 Stub — not mineable | 10 | 3.8 | 0 | 0 |
| DNA-PAINT (transient DNA-hybridization localization microscopy) | L1-024 | unregistered | Microscopy | 📋 Stub — not mineable | 10 | 4 | 0 | 0 |
| Diffuse Optical Tomography (DOT) | L1-040 | unregistered | Medical Imaging | 📋 Stub — not mineable | 10 | 4 | 0 | 0 |
| Photoacoustic Tomography (PAT) | L1-041 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 4.2 | 0 | 0 |
| OCT Angiography (OCTA) | L1-050 | unregistered | Medical Imaging | 📋 Stub — not mineable | 3 | 3.5 | 0 | 0 |
| Proton Therapy (proton-beam radiation dose imaging) | L1-051 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| Ptychography (scanning coherent diffraction with probe overlap) | L1-070 | unregistered | Coherent Imaging | 📋 Stub — not mineable | 5 | 4.5 | 0 | 0 |
| Coherent Diffraction Imaging (CDI) — lensless phase retrieval | L1-072 | unregistered | Coherent Imaging | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Event Camera (DVS) — intensity reconstruction from asynchronous events | L1-078 | unregistered | Computational Photography | 📋 Stub — not mineable | 5 | 2.8 | 0 | 0 |
| High Dynamic Range (HDR) Imaging via Multi-Exposure Fusion | L1-079 | unregistered | Computational Photography | 📋 Stub — not mineable | 3 | 3.1 | 0 | 0 |
| Neural Radiance Fields (NeRF) — implicit volumetric scene representation | L1-082 | unregistered | Computational Optics | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| 3D Gaussian Splatting (3DGS) — explicit real-time rendering | L1-083 | unregistered | Computational Optics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Amplitude-Modulated Continuous-Wave Time-of-Flight (AMCW-ToF) Depth | L1-095 | unregistered | Depth Imaging | 📋 Stub — not mineable | 3 | 3.2 | 0 | 0 |
| Ocean Color Remote Sensing (chlorophyll / CDOM / TSM) | L1-110 | unregistered | Remote Sensing | 📋 Stub — not mineable | 3 | 3.5 | 0 | 0 |
| Active Thermography (pulsed / lock-in IR inspection) | L1-115 | unregistered | Industrial Inspection | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Pump-Probe Spectroscopy / Imaging | L1-150 | unregistered | Ultrafast Imaging | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Ghost Imaging (correlated-photon imaging) | L1-153 | unregistered | Quantum Imaging | 📋 Stub — not mineable | 10 | 4.2 | 0 | 0 |
| Quantum Illumination — entanglement-enhanced target detection | L1-154 | unregistered | Quantum Imaging | 📋 Stub — not mineable | 10 | 4.5 | 0 | 0 |
| Entangled-Photon Microscopy (N00N / SPDC imaging) | L1-155 | unregistered | Quantum Imaging | 📋 Stub — not mineable | 10 | 4.5 | 0 | 0 |
| PET-MR Fusion (molecular + multi-contrast soft tissue) | L1-157 | unregistered | Multimodal Fusion | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| CT-FLIT (Fluorescence Lifetime Imaging Tomography) | L1-160 | unregistered | Multimodal Fusion | 📋 Stub — not mineable | 10 | 4.5 | 0 | 0 |