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1. soilVAE soilVAE Public

   Provides supervised variational autoencoders (VAE), i.e. deep learning models for regression with high-dimensional predictors, such as visible, near-infrared, and shortwave infrared (VIS–NIR–SWIR) …

   R

2. autoSpectra autoSpectra Public

   Soil spectral modelling, visualization and prediction · soilVAE + OSSL v1.2 · VisNIR & MIR

   R

3. soilFlux soilFlux Public

   Physics-informed CNN1D for soil water retention curves (Norouzi et al. 2025)

   R 1

4. GeoVersa GeoVersa Public

   ConvKrigingNet2D · Deep learning + anisotropic residual kriging for Digital Soil Mapping · novel hybrid architecture with learned spatial autocorrelation

   R 1

5. edaphos edaphos Public

   Disruptive algorithms for Digital Soil Mapping — six research pillars (Causal AI, Physics-Informed ML, 4D Pedometry, Foundation Models, Autonomous Active Learning, Quantum ML)

   R 2

6. soilKey soilKey Public

   Automated soil profile classification per WRB 2022 (4th ed.) and SiBCS 5 -- deterministic taxonomic key, VLM extraction (ellmer), SoilGrids prior, OSSL spectroscopy bridge

   R 1