2025 "induction heads" Papers

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From Shortcut to Induction Head: How Data Diversity Shapes Algorithm Selection in Transformers

Ryotaro Kawata, Yujin Song, Alberto Bietti et al.

NEURIPS 2025spotlightarXiv:2512.18634
1
citations

Selective induction Heads: How Transformers Select Causal Structures in Context

Francesco D'Angelo, francesco croce, Nicolas Flammarion

ICLR 2025posterarXiv:2509.08184
4
citations

What One Cannot, Two Can: Two-Layer Transformers Provably Represent Induction Heads on Any-Order Markov Chains

Chanakya Ekbote, Ashok Vardhan Makkuva, Marco Bondaschi et al.

NEURIPS 2025spotlightarXiv:2508.07208