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cs.LG2026
CLEARMIND: Closed-Form Laplacian Embeddings of Arakelov-Green Resistance for Morphological Intrinsic Neuronal Distances
Yuyang Zhang, Weihan Xu, Xuehai Zhou +2
Tropical geometry turns a metric graph into a flat torus, its tropical Jacobian, and measures distances between the images of its points by a closest vector problem on the period l…
cs.LG2026
A Measure-Theoretic Analysis of Reasoning in Transformers: Structural Generalization and Approximation Limits
Yuyang Zhang, Yifu Zhang, Xuehai Zhou +1
Scaling laws for reasoning in large language models (LLMs) are well documented, but little theory explains their out-of-distribution (OOD) generalization. We formalize reasoning wi…