Name: In-Context Kernel Ridge Regression with Transformers (Mingsong Yan, UCSB)
Start: 2026-11-02T16:15:00-08:00
End: 2026-11-02T17:15:00-08:00
Location: Estella 1021 (Emmy Noether Room), Pomona College

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November 2 @ 4:15 pm - 5:15 pm

In-Context Kernel Ridge Regression with Transformers (Mingsong Yan, UCSB)

Estella 1021 (Emmy Noether Room), Pomona College Claremont

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Monday, November 2, 2026

November 2, 2026 4:15 pm - 5:15 pm

In-Context Kernel Ridge Regression with Transformers (Mingsong Yan, UCSB)

November 2 @ 4:15 pm - 5:15 pm

In-Context Kernel Ridge Regression with Transformers (Mingsong Yan, UCSB)

Large language models (LLMs) can use examples provided in a prompt to make predictions for new queries without updating their parameters, a capability known as in-context learning. In this talk, I will explore how transformers, the architectural backbone of many LLMs, can perform nonlinear kernel ridge regression (KRR). I will first present numerical observations showing […]

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