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Underspecification Presents Challenges for Credibility in Modern Machine Learning

A. D'Amour, K. Heller, D. Moldovan, B. Adlam, B. Alipanahi, A. Beutel, C. Chen, J. Deaton, J. Eisenstein, M. Hoffman, F. Hormozdiari, N. Houlsby, S. Hou, G. Jerfel, A. Karthikesalingam, M. Lucic, Y. Ma, C. McLean, D. Mincu, A. Mitani, A. Montanari, Z. Nado, V. Natarajan, C. Nielson, T. Osborne, R. Raman, K. Ramasamy, R. Sayres, J. Schrouff, M. Seneviratne, S. Sequeira, H. Suresh, V. Veitch, M. Vladymyrov, X. Wang, K. Webster, S. Yadlowsky, T. Yun, X. Zhai, and D. Sculley. CoRR, (2020)

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Safwat Alani

Maia Alandjiyska

Yilmaz Alan

Bertold Aland

Viola Alanku

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Underspecification Presents Challenges for Credibility in Modern Machine Learning.A. D'Amour, K. Heller, D. Moldovan, B. Adlam, B. Alipanahi, A. Beutel, C. Chen, J. Deaton, J. Eisenstein, M. Hoffman and 30 other author(s). J. Mach. Learn. Res., (2022)Towards Conversational Diagnostic AI.T. Tu, A. Palepu, M. Schaekermann, K. Saab, J. Freyberg, R. Tanno, A. Wang, B. Li, M. Amin, N. Tomasev and 15 other author(s). CoRR, (2024)Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions.A. Roy, J. Ren, S. Azizi, A. Loh, V. Natarajan, B. Mustafa, N. Pawlowski, J. Freyberg, Y. Liu, Z. Beaver and 11 other author(s). CoRR, (2021)Diagnosing failures of fairness transfer across distribution shift in real-world medical settings.J. Schrouff, N. Harris, S. Koyejo, I. Alabdulmohsin, E. Schnider, K. Opsahl-Ong, A. Brown, S. Roy, D. Mincu, C. Chen and 7 other author(s). NeurIPS, (2022)Multitask prediction of organ dysfunction in the intensive care unit using sequential subnetwork routing.S. Roy, D. Mincu, E. Loreaux, A. Mottram, I. Protsyuk, N. Harris, Y. Xue, J. Schrouff, H. Montgomery, A. Connell and 3 other author(s). J. Am. Medical Informatics Assoc., 28 (9): 1936-1946 (2021)Towards Expert-Level Medical Question Answering with Large Language Models.K. Singhal, T. Tu, J. Gottweis, R. Sayres, E. Wulczyn, L. Hou, K. Clark, S. Pfohl, H. Cole-Lewis, D. Neal and 21 other author(s). CoRR, (2023)Metrics reloaded: Pitfalls and recommendations for image analysis validation.L. Maier-Hein, A. Reinke, E. Christodoulou, B. Glocker, P. Godau, F. Isensee, J. Kleesiek, M. Kozubek, M. Reyes, M. Riegler and 57 other author(s). CoRR, (2022)Evaluation of a digitally-enabled care pathway for acute kidney injury management in hospital emergency admissions.A. Connell, H. Montgomery, P. Martin, C. Nightingale, O. Sadeghi-Alavijeh, D. King, A. Karthikesalingam, C. Hughes, T. Back, K. Ayoub and 9 other author(s). npj Digit. Medicine, (2019)Big Self-Supervised Models Advance Medical Image Classification.S. Azizi, B. Mustafa, F. Ryan, Z. Beaver, J. Freyberg, J. Deaton, A. Loh, A. Karthikesalingam, S. Kornblith, T. Chen and 2 other author(s). ICCV, page 3458-3468. IEEE, (2021)Maintaining fairness across distribution shift: do we have viable solutions for real-world applications?J. Schrouff, N. Harris, O. Koyejo, I. Alabdulmohsin, E. Schnider, K. Opsahl-Ong, A. Brown, S. Roy, D. Mincu, C. Chen and 7 other author(s). CoRR, (2022)

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Disambiguation of "Karthikesalingam, Alan"

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Underspecification Presents Challenges for Credibility in Modern Machine Learning

Please choose a person to relate this publication to

Safwat Alani

Maia Alandjiyska

Yilmaz Alan

Bertold Aland

Viola Alanku

Other publications of authors with the same name

Disambiguation

BibSonomy

Disambiguation of "Karthikesalingam, Alan"

copydeleteadd this publication to your clipboardcommunity posthistory of this postURLDOIBibTeXEndNoteAPAChicagoDIN 1505HarvardMSOffice XML Underspecification Presents Challenges for Credibility in Modern Machine Learning

Please choose a person to relate this publication to

Safwat Alani

Maia Alandjiyska

Yilmaz Alan

Bertold Aland

Viola Alanku

Other publications of authors with the same name

Disambiguation

copy delete add this publication to your clipboard
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history of this post
URL
DOI
BibTeX
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APA
Chicago
DIN 1505
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Underspecification Presents Challenges for Credibility in Modern Machine Learning