Published artifactsArchitectures built from scratch.
Architectures built from scratch.
Parameters counted by hand.
per-cell argmax · 54×96
01 / EDGE DETECTION
ANetV1 · per-region UAV detection at the edge
17,392 parameters, 150× smaller than YOLO134 img/s on an M-series GPU17 KB at int8, smaller than a JPEG
cl / α polar · re 1e5
02 / AEROSPACE
FoilCORE · in-context memory along airfoil polars
6,394 parametersbeats public NeuralFoil checkpointscausal in-AoA-order polar sequencing
pitch + heave · flutter onset
03 / AEROELASTICITY
FlutterForm · learned aeroelastic flutter prediction
predicts flutter speed v_f and frequency ω_f directly<2.7% error on withheld sections50,000 aeroelastic training samples
detection ∝ network topology
05 / SEISMOLOGY
EPGNN · multimodal seismic graph network for early signals
detections propagate by topology, not thresholdslocal noise ≠ regional alertspeed and spatial precision