"algorithmic tasks" Papers

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A Formal Framework for Understanding Length Generalization in Transformers

Xinting Huang, Andy Yang, Satwik Bhattamishra et al.

ICLR 2025arXiv:2410.02140
29
citations

Extrapolation by Association: Length Generalization Transfer In Transformers

Ziyang Cai, Nayoung Lee, Avi Schwarzschild et al.

NEURIPS 2025spotlightarXiv:2506.09251
8
citations

Looped Transformers for Length Generalization

Ying Fan, Yilun Du, Kannan Ramchandran et al.

ICLR 2025arXiv:2409.15647
41
citations

What Happens During the Loss Plateau? Understanding Abrupt Learning in Transformers

Pulkit Gopalani, Wei Hu

NEURIPS 2025arXiv:2506.13688
2
citations

Grokking Group Multiplication with Cosets

Dashiell Stander, Qinan Yu, Honglu Fan et al.

ICML 2024arXiv:2312.06581
17
citations