2 papers
cond-mat.dis-nn2026
Analysis of the Hopfield Model Incorporating the Effects of Unlearning
Shuta Takeuchi, Takashi Takahashi, Yoshiyuki Kabashima
We analyze a variant of the Hopfield model that incorporates an unlearning mechanism based on spin correlations in the high-temperature regime. In the large system limit where exte…
cond-mat.dis-nn2026
Learning Linear Regression with Low-Rank Tasks in-Context
Kaito Takanami, Takashi Takahashi, Yoshiyuki Kabashima
In-context learning (ICL) is a key building block of modern large language models, yet its theoretical mechanisms remain poorly understood. It is particularly mysterious how ICL op…