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cs.LG2025
Hyperbolic Binary Neural Network
Jun Chen, Jingyang Xiang, Tianxin Huang +2
Binary Neural Network (BNN) converts full-precision weights and activations into their extreme 1-bit counterparts, making it particularly suitable for deployment on lightweight mob…
cs.LG2021
Dynamically Stable Poincaré Embeddings for Neural Manifolds
Jun Chen, Yuang Liu, Xiangrui Zhao +2
In a Riemannian manifold, the Ricci flow is a partial differential equation for evolving the metric to become more regular. We hope that topological structures from such metrics ma…