Nil Ayday

Papers on Lattice

Total citations

Topics

Publication activitypapers/week, last 8 weeks

Research focus

Architecture Design (Transformers, SSMs, MoE) (1)Natural Language Processing (1)

Frequent co-authors

Lingchu Yang (1)Debarghya Ghoshdastidar (1)

Papers (1)

Mar 18, 2026

Nil Ayday +22w ago

Gaussian Process Limit Reveals Structural Benefits of Graph Transformers

Graph transformers avoid oversmoothing in deep layers by structurally preserving community information, a theoretical advantage over GCNs revealed through Gaussian process limits.

Nil Ayday, Lingchu Yang, Debarghya Ghoshdastidar

Architecture Design (Transformers, SSMs, MoE)Natural Language Processing

Search

Nil Ayday

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)