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cs.LG2025
Probing In-Context Learning: Impact of Task Complexity and Model Architecture on Generalization and Efficiency
Binwen Liu, Peiyu Xu, Quan Yuan +1
We investigate in-context learning (ICL) through a meticulous experimental framework that systematically varies task complexity and model architecture. Extending beyond the linear…
cs.LG2024
Jet Expansions of Residual Computation
Yihong Chen, Xiangxiang Xu, Yao Lu +2
We introduce a framework for expanding residual computational graphs using jets, operators that generalize truncated Taylor series. Our method provides a systematic approach to dis…