- Yapay Zeka · arxiv/cs.AI · 5 dk
Transformers learn graph connectivity selectively, not universally
New research shows transformers can infer transitive relations on grid-structured graphs but fail on fragmented ones, with scaling helping only certain architectures.
23 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.LG · 8 dk
Simple graph models match deep learning for molecular prediction
Classical topological indices enhanced with regularization and ensemble methods outperform neural networks on molecular property benchmarks without GPU requirements.
23 Nisan 2026 Oku → → - Yapay Zeka · arxiv/cs.LG · 8 dk
Chromatic Clustering Requires New Algorithms to Match Standard Performance
Adding color constraints to correlation clustering increases computational difficulty; a new coupled approach recovers optimal approximation bounds.
20 Nisan 2026 Oku → →