Principles
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Claim Board — scientifically-declared inventory awaiting external contributors. Each stub is an open invitation: author the reference solver + dataset, open a PR, and earn the registration bounty. Not mineable until promoted to Tier 1/2 by 3-of-5 multisig.
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Problem classnonlinear_inverse (203)linear_inverse (197)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 (80)poisson (28)observation_gaussian (13)poisson_gaussian (13)measurement_gaussian (10)lognormal (9)deterministic (7)
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| Title | ID | Chain | Domain | Tier | δ | L_DAG | Specs | Benchmarks |
|---|---|---|---|---|---|---|---|---|
| Extended Kalman Filter (EKF) | L1-428 | unregistered | Control Theory | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Unscented Kalman Filter (UKF) | L1-429 | unregistered | Control Theory | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| 4D-Var Data Assimilation | L1-435 | unregistered | Control Theory | 📋 Stub — not mineable | 5 | 4.5 | 0 | 0 |
| Nonlinear Observer Design | L1-437 | unregistered | Control Theory | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Photogrammetry Structure-from-Motion | L1-470 | unregistered | Geodesy | 📋 Stub — not mineable | 3 | 3.5 | 0 | 0 |
| Charged Particle Track Reconstruction | L1-484 | unregistered | Particle Physics | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| Optimal Experimental Design | L1-500 | unregistered | Optimization | 📋 Stub — not mineable | 5 | 2.8 | 0 | 0 |
| Self-Consistent Field Theory (SCFT) | L1-475 | unregistered | Polymer Physics | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Oldroyd-B Viscoelastic Constitutive Model | L1-477 | unregistered | Polymer Physics | 📋 Stub — not mineable | 5 | 3.6 | 0 | 0 |
| DLVO Colloidal Force Theory | L1-478 | unregistered | Polymer Physics | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Landau-de Gennes Liquid Crystal Theory | L1-479 | unregistered | Polymer Physics | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Drift-Diffusion Semiconductor Transport (TCAD) | L1-488 | unregistered | Semiconductor Physics | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| Hydrodynamic Semiconductor Transport | L1-489 | unregistered | Semiconductor Physics | 📋 Stub — not mineable | 5 | 4.2 | 0 | 0 |
| Non-Equilibrium Green's Function (NEGF) Quantum Transport | L1-491 | unregistered | Semiconductor Physics | 📋 Stub — not mineable | 10 | 4 | 0 | 0 |
| BSIM Compact MOSFET Model | L1-492 | unregistered | Semiconductor Physics | 📋 Stub — not mineable | 3 | 3.2 | 0 | 0 |
| Solar Cell Device Physics (Shockley-Queisser + drift-diffusion) | L1-493 | unregistered | Semiconductor Physics | 📋 Stub — not mineable | 3 | 3.4 | 0 | 0 |
| LED and Laser Rate Equations | L1-494 | unregistered | Semiconductor Physics | 📋 Stub — not mineable | 3 | 3.3 | 0 | 0 |
| Thermionic Emission at Metal-Semiconductor Interfaces | L1-495 | unregistered | Semiconductor Physics | 📋 Stub — not mineable | 3 | 3.1 | 0 | 0 |
| Quantum Well and Quantum Dot Electronic Structure | L1-496 | unregistered | Semiconductor Physics | 📋 Stub — not mineable | 5 | 3.6 | 0 | 0 |
| Kohn-Sham Density Functional Theory | L1-294 | unregistered | Computational Chemistry | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Hartree-Fock Self-Consistent Field | L1-295 | unregistered | Computational Chemistry | 📋 Stub — not mineable | 3 | 3.1 | 0 | 0 |
| Post-Hartree-Fock Correlated Methods (MP2, CCSD, CI) | L1-296 | unregistered | Computational Chemistry | 📋 Stub — not mineable | 10 | 4 | 0 | 0 |
| Chemical Kinetics via Stiff ODEs | L1-300 | unregistered | Computational Chemistry | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Combustion Chemistry and Ignition Kinetics | L1-301 | unregistered | Computational Chemistry | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Michaelis-Menten Enzyme Kinetics | L1-302 | unregistered | Computational Chemistry | 📋 Stub — not mineable | 1 | 2.5 | 0 | 0 |
| Eyring Transition State Theory | L1-303 | unregistered | Computational Chemistry | 📋 Stub — not mineable | 5 | 3.4 | 0 | 0 |
| Semi-Empirical Quantum Chemistry (AM1, PM6, DFTB, xTB) | L1-304 | unregistered | Computational Chemistry | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Butler-Volmer Electrochemical Kinetics | L1-311 | unregistered | Computational Chemistry | 📋 Stub — not mineable | 3 | 2.8 | 0 | 0 |
| Time-Dependent Schrödinger Equation | L1-313 | unregistered | Quantum Mechanics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Quantum Tunneling Through Barriers | L1-315 | unregistered | Quantum Mechanics | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Electronic Band Structure | L1-316 | unregistered | Quantum Mechanics | 📋 Stub — not mineable | 5 | 3.2 | 0 | 0 |
| GW Approximation for Quasiparticle Energies | L1-319 | unregistered | Quantum Mechanics | 📋 Stub — not mineable | 10 | 4 | 0 | 0 |
| Bethe-Salpeter Equation for Excitons | L1-320 | unregistered | Quantum Mechanics | 📋 Stub — not mineable | 10 | 4.2 | 0 | 0 |
| Density Matrix Renormalization Group (DMRG) | L1-322 | unregistered | Quantum Mechanics | 📋 Stub — not mineable | 10 | 3.8 | 0 | 0 |
| Lindblad Master Equation (Open Quantum Systems) | L1-324 | unregistered | Quantum Mechanics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Electron-Phonon Coupling and Eliashberg Theory | L1-325 | unregistered | Quantum Mechanics | 📋 Stub — not mineable | 10 | 3.9 | 0 | 0 |
| Phase-Field Allen-Cahn Dynamics | L1-327 | unregistered | Materials Science | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Cahn-Hilliard Phase Separation | L1-328 | unregistered | Materials Science | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| CALPHAD Thermodynamic Modeling | L1-329 | unregistered | Materials Science | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Discrete Dislocation Dynamics | L1-330 | unregistered | Materials Science | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Grain Growth and Recrystallization | L1-331 | unregistered | Materials Science | 📋 Stub — not mineable | 3 | 3.1 | 0 | 0 |
| Dendritic Solidification | L1-334 | unregistered | Materials Science | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Rubber Elasticity Theory | L1-336 | unregistered | Materials Science | 📋 Stub — not mineable | 3 | 2.8 | 0 | 0 |
| Electrochemical Corrosion Kinetics | L1-339 | unregistered | Materials Science | 📋 Stub — not mineable | 3 | 3.3 | 0 | 0 |
| Battery Electrode Electrochemistry (Newman-Doyle-Fuller) | L1-340 | unregistered | Materials Science | 📋 Stub — not mineable | 5 | 4.1 | 0 | 0 |
| Additive Manufacturing (Selective Laser Melting) Thermal Model | L1-341 | unregistered | Materials Science | 📋 Stub — not mineable | 5 | 3.9 | 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 |
| Photoacoustic Tomography (PAT) | L1-041 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 4.2 | 0 | 0 |
| Functional MRI (BOLD) | L1-043 | unregistered | Medical Imaging | 📋 Stub — not mineable | 10 | 4 | 0 | 0 |
| Diffusion MRI (DWI / DTI / HARDI) | L1-045 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Elastography (Shear-Wave / Strain) | L1-047 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| OCT Angiography (OCTA) | L1-050 | unregistered | Medical Imaging | 📋 Stub — not mineable | 3 | 3.5 | 0 | 0 |
| Magnetic Resonance Elastography (MRE) | L1-055 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| Chemical Exchange Saturation Transfer (CEST) MRI | L1-056 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| MR Fingerprinting (MRF) | L1-060 | unregistered | Medical Imaging | 📋 Stub — not mineable | 10 | 4.5 | 0 | 0 |
| Contrast-Enhanced Ultrasound (CEUS) | L1-062 | unregistered | Medical Imaging | 📋 Stub — not mineable | 3 | 3.3 | 0 | 0 |
| Electrical Impedance Tomography (EIT) | L1-066 | unregistered | Medical Imaging | 📋 Stub — not mineable | 10 | 4.5 | 0 | 0 |
| Magnetoencephalography (MEG) | L1-067 | unregistered | Medical Imaging | 📋 Stub — not mineable | 10 | 4.5 | 0 | 0 |
| Electroencephalography (EEG) | L1-068 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| Magnetic Particle Imaging (MPI) | L1-069 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| Quantitative Photoacoustic Tomography (qPAT) | L1-504 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 8.5 | 0 | 0 |
| Optical Coherence Elastography (OCE) | L1-508 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 8.4 | 0 | 0 |
| Photoacoustic-Ultrasound Dual-mode Imaging (PAUS) | L1-509 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 9.5 | 0 | 0 |
| Cardiac 4D-flow MRI with Hemodynamic Biomechanics | L1-510 | unregistered | Medical Imaging | 📋 Stub — not mineable | 5 | 8.3 | 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 |
| Ground Penetrating Radar (GPR) | L1-104 | unregistered | Remote Sensing | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| Ocean Color Remote Sensing (chlorophyll / CDOM / TSM) | L1-110 | unregistered | Remote Sensing | 📋 Stub — not mineable | 3 | 3.5 | 0 | 0 |
| Eddy-Current Testing (near-surface metallic defect detection) | L1-114 | unregistered | Industrial Inspection | 📋 Stub — not mineable | 3 | 3.2 | 0 | 0 |
| Active Thermography (pulsed / lock-in IR inspection) | L1-115 | unregistered | Industrial Inspection | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Magnetic Flux Leakage (MFL) — pipeline & rail inspection | L1-121 | unregistered | Industrial Inspection | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Guided-Wave Ultrasonic Testing (long-range pipe/rail inspection) | L1-122 | unregistered | Industrial Inspection | 📋 Stub — not mineable | 5 | 3.6 | 0 | 0 |
| Vibration-Based Damage Detection (modal analysis NDT) | L1-124 | unregistered | Industrial Inspection | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Pump-Probe Spectroscopy / Imaging | L1-150 | unregistered | Ultrafast Imaging | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| PET-MR Fusion (molecular + multi-contrast soft tissue) | L1-157 | unregistered | Multimodal Fusion | 📋 Stub — not mineable | 5 | 3.8 | 0 | 0 |
| US-MRI Fusion (biopsy guidance / cardiac) | L1-159 | unregistered | Multimodal Fusion | 📋 Stub — not mineable | 5 | 4 | 0 | 0 |
| Atomic Force Microscopy (AFM) | L1-162 | unregistered | Scanning Probe | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Scanning Tunneling Microscopy (STM) | L1-163 | unregistered | Scanning Probe | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Magnetic Force Microscopy (MFM) | L1-165 | unregistered | Scanning Probe | 📋 Stub — not mineable | 3 | 3.3 | 0 | 0 |
| Resistive MHD — finite-resistivity plasma | L1-343 | unregistered | Plasma Physics | 📋 Stub — not mineable | 10 | 3.7 | 0 | 0 |
| Gyrokinetic — 5D reduced plasma kinetic | L1-345 | unregistered | Plasma Physics | 📋 Stub — not mineable | 10 | 3.8 | 0 | 0 |
| Grad-Shafranov — tokamak equilibrium | L1-348 | unregistered | Plasma Physics | 📋 Stub — not mineable | 5 | 3.2 | 0 | 0 |
| Hall MHD — ion-scale physics in reconnection | L1-353 | unregistered | Plasma Physics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Burnup / Depletion — fuel nuclide evolution | L1-358 | unregistered | Nuclear Engineering | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Reactor Thermal-Hydraulics — coupled T/H with neutronics | L1-359 | unregistered | Nuclear Engineering | 📋 Stub — not mineable | 5 | 3.7 | 0 | 0 |
| Nuclear Data — R-matrix resonance evaluation | L1-362 | unregistered | Nuclear Engineering | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Incompressible Navier-Stokes — low-Mach viscous flow | L1-170 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Compressible Navier-Stokes — viscous shock/boundary-layer | L1-171 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 5 | 3.7 | 0 | 0 |
| Euler Equations — inviscid compressible | L1-172 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 3 | 3.3 | 0 | 0 |
| Boundary Layer — Prandtl / Blasius near-wall flow | L1-174 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| RANS k-epsilon — turbulence closure | L1-176 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| RANS k-omega SST — Menter's two-eq turbulence model | L1-177 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Spalart-Allmaras — one-eq turbulence model | L1-178 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 3 | 3.2 | 0 | 0 |
| LES — large-eddy simulation | L1-179 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 10 | 3.8 | 0 | 0 |
| Boussinesq Approximation — buoyant flow | L1-182 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 3 | 3.3 | 0 | 0 |
| Volume of Fluid (VOF) — multiphase interface tracking | L1-183 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Level-Set Method — implicit interface evolution | L1-184 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| SPH — smoothed particle hydrodynamics | L1-186 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Richards Equation — unsaturated variably-saturated flow | L1-189 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Convection-Diffusion-Reaction — transport with source terms | L1-191 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 3 | 3 | 0 | 0 |
| Stefan Problem — fluid-side melt-front tracking | L1-193 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Fluid-Structure Interaction (FSI) — coupled fluid + solid | L1-194 | unregistered | Fluid Dynamics | 📋 Stub — not mineable | 10 | 4 | 0 | 0 |
| Steady Heat Conduction — conductivity imaging | L1-196 | unregistered | Heat Transfer | 📋 Stub — not mineable | 5 | 3.2 | 0 | 0 |
| Forced Convection — conjugate heat transfer inversion | L1-197 | unregistered | Heat Transfer | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Natural Convection — buoyancy-driven flow heat transfer | L1-198 | unregistered | Heat Transfer | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Participating Media — RTE with gas/soot emission-absorption | L1-200 | unregistered | Heat Transfer | 📋 Stub — not mineable | 5 | 3.7 | 0 | 0 |
| Conjugate Heat Transfer — coupled fluid-solid thermal | L1-201 | unregistered | Heat Transfer | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Phase Change Material — Stefan moving-boundary problem | L1-202 | unregistered | Heat Transfer | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Hyperelasticity — large-deformation rubber-like | L1-215 | unregistered | Structural Mechanics | 📋 Stub — not mineable | 5 | 3.2 | 0 | 0 |
| J2 Plasticity — von Mises rate-independent | L1-216 | unregistered | Structural Mechanics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Crystal Plasticity — slip-system resolved plasticity | L1-217 | unregistered | Structural Mechanics | 📋 Stub — not mineable | 10 | 3.8 | 0 | 0 |
| Creep Mechanics — high-temperature rate-dependent | L1-219 | unregistered | Structural Mechanics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Cohesive Zone Model — traction-separation interface | L1-221 | unregistered | Structural Mechanics | 📋 Stub — not mineable | 5 | 3.2 | 0 | 0 |
| Phase-Field Fracture — regularized crack model | L1-223 | unregistered | Structural Mechanics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Frictional Contact — Coulomb / state-rate friction | L1-226 | unregistered | Structural Mechanics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Continuum Damage Mechanics — scalar/tensor damage | L1-231 | unregistered | Structural Mechanics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Fiber Optic — nonlinear Schrodinger pulse propagation | L1-240 | unregistered | Electromagnetics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Mie Scattering — rigorous spherical-particle scattering | L1-243 | unregistered | Electromagnetics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Photonic Inverse Design — nanostructure topology optimization | L1-248 | unregistered | Electromagnetics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Metamaterial / Metasurface — effective medium inversion | L1-249 | unregistered | Electromagnetics | 📋 Stub — not mineable | 5 | 3.2 | 0 | 0 |
| Microwave Imaging — permittivity imaging for biomed/NDE | L1-255 | unregistered | Electromagnetics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Acoustic Emission — source localization | L1-267 | unregistered | Acoustics | 📋 Stub — not mineable | 5 | 3.2 | 0 | 0 |
| Aeroacoustics — Lighthill analogy (jet/airframe noise) | L1-270 | unregistered | Acoustics | 📋 Stub — not mineable | 10 | 3.8 | 0 | 0 |
| Full Waveform Inversion (FWI) — subsurface velocity imaging | L1-273 | unregistered | Geophysics | 📋 Stub — not mineable | 50 | 4.5 | 0 | 0 |
| Surface Wave Dispersion — shallow Vs profile inversion | L1-274 | unregistered | Geophysics | 📋 Stub — not mineable | 5 | 3.2 | 0 | 0 |
| Magnetotelluric Inversion — resistivity imaging | L1-281 | unregistered | Geophysics | 📋 Stub — not mineable | 10 | 3.7 | 0 | 0 |
| Controlled-Source EM (CSEM) — resistivity for hydrocarbons | L1-282 | unregistered | Geophysics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Electrical Resistivity Tomography (ERT) — near-surface | L1-283 | unregistered | Geophysics | 📋 Stub — not mineable | 5 | 3.2 | 0 | 0 |
| Induced Polarization — chargeability imaging | L1-284 | unregistered | Geophysics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Mantle Convection — high-Ra thermal convection | L1-286 | unregistered | Geophysics | 📋 Stub — not mineable | 10 | 4 | 0 | 0 |
| Glacial Isostatic Adjustment (GIA) — post-glacial rebound | L1-287 | unregistered | Geophysics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |
| Volcanic Deformation — InSAR/GPS source modeling | L1-288 | unregistered | Geophysics | 📋 Stub — not mineable | 5 | 3.3 | 0 | 0 |
| Geothermal Reservoir — coupled thermo-hydraulic inversion | L1-290 | unregistered | Geophysics | 📋 Stub — not mineable | 5 | 3.5 | 0 | 0 |