Conformal Prediction
Jan 1, 2020
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Publications
Consistent Accelerated Inference via Confident Adaptive Transformers
We develop a novel approach for confidently accelerating inference in the large and expensive multilayer Transformers that are now …
Tal Schuster*, Adam Fisch*, Tommi Jaakkola, Regina Barzilay
April 2021
Few-shot Conformal Prediction with Auxiliary Tasks
We develop a novel approach to conformal prediction when the target task has limited data available for training. Conformal prediction …
Adam Fisch, Tal Schuster, Tommi Jaakkola, Regina Barzilay
February 2021
Efficient Conformal Prediction via Cascaded Inference with Expanded Admission
In this paper, we present a novel approach for conformal prediction (CP), in which we aim to identify a set of promising prediction …
Adam Fisch*, Tal Schuster*, Tommi Jaakkola, Regina Barzilay
January 2021
In ICLR