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cs.LG2026
Planning Neural Dynamics with Lie Group Embedding through Supervised Projective Manifold Learning
Tianwei Wang, Bryan Chen, Qian Zuo +3
We propose Lie group embedded dynamical neural networks (LieEDNN) and the corresponding learning algorithms based on gradient descent and metric projection on smooth manifold, wher…
cs.LG2025
Asymptotically Stable Quaternion-valued Hopfield-structured Neural Network with Periodic Projection-based Supervised Learning Rules
Tianwei Wang, Xinhui Ma, Wei Pang
Motivated by the geometric advantages of quaternions in representing rotations and postures, we propose a quaternion-valued supervised learning Hopfield-structured neural network (…