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Event Series Event Series: TILOS Seminar Series

TILOS Seminar: Transformers learn in-context by (functional) gradient descent

April 17 @ 10:00 am - 11:00 am

Transformers learn in-context by (functional) gradient descent

Xiang Cheng, TILOS Postdoctoral Scholar at MIT

HDSI 123 and Zoom: https://ucsd.zoom.us/j/99334315002

Abstract: Motivated by the in-context learning phenomenon, we investigate how the Transformer neural network can implement learning algorithms in its forward pass. We show that a linear Transformer naturally learns to implement gradient descent, which enables it to learn linear functions in-context. More generally, we show that a non-linear Transformer can implement functional gradient descent with respect to some RKHS metric, which allows it to learn a broad class of functions in-context. Additionally, we show that the RKHS metric is determined by the choice of attention activation, and that the optimal choice of attention activation depends in a natural way on the class of functions that need to be learned. I will end by discussing some implications of our results for the choice and design of Transformer architectures.

Details

Date:
April 17
Time:
10:00 am - 11:00 am
Series:
Event Category:

Venue

Virtual

Organizer

TILOS

Other

Event Recording Link
https://ucsd.zoom.us/j/99334315002