PhyloSDF generates novel 3D skull morphologies for Darwin's finches via phylogenetically-conditioned residual flow matching, achieving 88-129% of real intra-species variation from few specimens and enabling phylogenetic extrapolation.
Adam: A method for stochastic optimization
5 Pith papers cite this work. Polarity classification is still indexing.
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RGT-Est transforms relative geologic time estimation into a sinusoidal space and applies pointwise, perceptual, and adversarial losses to achieve better stratigraphic consistency and horizon correlation on seismic data.
Introduces integration, metastability, and dynamical stability index measures from layer activations and reports patterns distinguishing CIFAR-10 from CIFAR-100 difficulty plus early convergence signals across ResNet variants, DenseNet, MobileNetV2, VGG-16, and a Vision Transformer.
LPLCv2 is a larger, more annotated dataset for fine-grained license plate legibility classification with a baseline model reaching 89.5% F1-score via a new training method and camera-contamination protocol.
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Learning Stratigraphically Consistent Relative Geologic Time from 3D Seismic Data via Sinusoidal Mapping
RGT-Est transforms relative geologic time estimation into a sinusoidal space and applies pointwise, perceptual, and adversarial losses to achieve better stratigraphic consistency and horizon correlation on seismic data.