Author

Heyang Gong

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Preprint Aug 2026

From Attention Masks to Inert Zero-Vector Tokens: OAttention and O-Closure for Token Dynamics

OAttention alone does not preserve a NULL state through ordinary host components, whereas the OTransformer path does, and a two-block ablation shows that OAttention alone does not preserve a NULL state through ordinary host components, whereas the OTransformer path does.

Heyang Gong · 0 citations

Preprint Aug 2026

Toward Machine Learning with the Unit as a Primitive: Learning from Unit-Linked Events

The \emph{unit} is proposed as an explicit primitive at the level of task semantics as an explicit primitive at the level of task semantics in supervised learning.

Heyang Gong · 0 citations