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cs.LG2025
Extrapolation of Periodic Functions Using Binary Encoding of Continuous Numerical Values
Brian P. Powell, Jordan A. Caraballo-Vega, Mark L. Carroll +4
We report the discovery that binary encoding allows neural networks to extrapolate periodic functions beyond their training bounds. We introduce Normalized Base-2 Encoding (NB2E) a…
cs.CV2025★ 3 cited
Mapping bathymetry of inland water bodies on the North Slope of Alaska with Landsat using Random Forest
Mark L. Carroll, Margaret R. Wooten, Claire E. Simpson +6
The North Slope of Alaska is dominated by small waterbodies that provide critical ecosystem services for local population and wildlife. Detailed information on the depth of the wat…