Publications
Preprints
On the Emergence of Syntax by Means of Local Interaction
An 18,658-parameter 2D NCA, trained with 1-bit supervision, spontaneously develops internal structure aligned with the CKY parsing algorithm (Pearson r ≈ 0.71).
On the Mirage of Long-Range Dependency, with an Application to Integer Multiplication
321 parameters, 683× length generalization. Long-range dependency in multiplication is a mirage produced by computational spacetime choice.
On the Spatiotemporal Dynamics of Generalization in Neural Networks
Three physics-inspired postulates derive the SEAD architecture. Validates on parity, addition (L=16 → L=1,000,000 at 100%), and Rule 110.
Eye-tracking study on linguistic landscape perception. Native Chinese speakers fixate longer and more frequently on linguistic elements than general landscape features, attributed to higher information density.