Zobrazeno 1 - 10
of 394
pro vyhledávání: '"Cherian, A. J."'
We develop new conformal inference methods for obtaining validity guarantees on the output of large language models (LLMs). Prior work in conformal language modeling identifies a subset of the text that satisfies a high-probability guarantee of corre
Externí odkaz:
http://arxiv.org/abs/2406.09714
We consider the problem of constructing distribution-free prediction sets with finite-sample conditional guarantees. Prior work has shown that it is impossible to provide exact conditional coverage universally in finite samples. Thus, most popular me
Externí odkaz:
http://arxiv.org/abs/2305.12616
Autor:
Cherian, John J., Candès, Emmanuel J.
Before deploying a black-box model in high-stakes problems, it is important to evaluate the model's performance on sensitive subpopulations. For example, in a recidivism prediction task, we may wish to identify demographic groups for which our predic
Externí odkaz:
http://arxiv.org/abs/2305.03712
Autor:
Siddiq, Bilal S., Dean, Michael C., Gillinov, Stephen M., Lee, Jonathan S., Dowley, Kieran S., Cherian, Nathan J., Martin, Scott D.
Publikováno v:
In JSES International July 2024 8(4):828-836
Autor:
McBroom, Trevor J., Torabian, Kaveh A., Cherian, Nathan J., Gillinov, Stephen M., Siddiq, Bilal S., Chaharbakhshi, Edwin O., Eberlin, Christopher T., Kucharik, Michael P., Abraham, Paul F., Martin, Scott D.
Publikováno v:
In JSES International July 2024 8(4):776-784
Autor:
Dean, Michael C., Cherian, Nathan J., McBroom, Trevor J., Eberlin, Christopher T., Torabian, Kaveh A., Dowley, Kieran S., LaPorte, Zachary L., Kucharik, Michael P., Martin, Scott D.
Publikováno v:
In Arthroscopy: The Journal of Arthroscopic and Related Surgery May 2024 40(5):1475-1487
Autor:
Siddiq, Bilal S., Giorgino, Riccardo, Gillinov, Stephen M., Lee, Jonathan S., Dowley, Kieran S., Cherian, Nathan J., Martin, Scott D.
Publikováno v:
In Arthroscopy, Sports Medicine, and Rehabilitation August 2024
Autor:
Gillinov, Stephen M., LaPorte, Zachary L., Lee, Jonathan S., Siddiq, Bilal S., Dowley, Kieran S., Cherian, Nathan J., Eberlin, Christopher T., Kucharik, Michael P., Martin, Scott D.
Publikováno v:
In Arthroscopy: The Journal of Arthroscopic and Related Surgery July 2024
Autor:
Gillinov, Stephen M., Siddiq, Bilal S., Lee, Jonathan S., Dowley, Kieran S., Cherian, Nathan J., Martin, Scott D.
Publikováno v:
In Arthroscopy, Sports Medicine, and Rehabilitation April 2024
Autor:
Cherian, John J., Taube, Andrew G., McGibbon, Robert T., Angelikopoulos, Panagiotis, Blanc, Guy, Snarski, Michael, Richman, Daniel D., Klepeis, John L., Shaw, David E.
Identifying optimal values for a high-dimensional set of hyperparameters is a problem that has received growing attention given its importance to large-scale machine learning applications such as neural architecture search. Recently developed optimiz
Externí odkaz:
http://arxiv.org/abs/2008.06431