Appellian Neural Networks
Serhii Bahdasariants, Lauren R. Parola, Kriti Kacker, Ariel K. Feldman, Zachary Zdobinski, Inseung Kang, Douglas J. Weber
The paper introduces ANNet, a physics-informed neural network that unifies inverse and forward dynamics computations using a shared learned representation based on Appell's acceleration energy.
bioRxiv · Jun 8, 2026 · PreprintNeuroscience