Science ❯ Mathematics ❯ Topology

Manifolds

Exterior Forms Kervaire Invariant 4-Manifolds Deformations Infra-nilmanifolds Compact Manifolds Hyperbolic Manifolds Applications in Machine Learning

DeepSeek Publishes mHC to Stabilize Wider Residual Streams in LLMs

The arXiv paper details a Birkhoff‑polytope constraint that kept residual signals stable with modest training overhead.