Author

Sohir Maskey

University of Munich

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#machine learning May 2025

Graph Representational Learning: When Does More Expressivity Hurt Generalization?

A family of premetrics that capture different degrees of structural similarity between graphs are introduced and relate these similarities to generalization, and consequently, the performance of expressive GNNs are related.

Sohir Maskey, Raffaele Paolino, Fabian Jogl et al. · arXiv.org · 4 citations · ⚡1

#natural language process... Jul 2026

Studying quantization trade-offs for efficient inference deployment in machine translation

The experiments show that the trade-off between inference efficiency and translation quality depends not only on the quantization format, but also on the choice of text chunking strategy, as well as on the choice of text chunking strategy.

Jim Zhao, Sohir Maskey, Koen Oostermeijer et al. · arXiv.org · 0 citations