Publications

This is our catalog of recent publications authored by IBM researchers, in collaboration with the global research community. We’re currently adding our back catalog of more than 110,000 publications. It’s an ever-growing body of work that shows why IBM is one of the most important contributors to modern computing.

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Year

38 results for Uncertainty Quantification

Decision-Making Under Selective Labels: Optimal Finite-Domain Policies and Beyond
- - Dennis Wei
- 2021
- ICML 2021
Uncertainty as a Form of Transparency: Measuring, Communicating, and Using Uncertainty
- - Umang Bhatt
  - Javier Antorán
  - et al.
- 2021
- AIES 2021
Learn more about our Uncertainty Quantification work
Topic
Learning Prediction Intervals for Model Performance
- - Benjamin Elder
  - Matthew Arnold
  - et al.
- 2021
- AAAI 2021
Approximate Cross-Validation for Structured Models
- - Soumya Ghosh
  - William T. Stephenson
  - et al.
- 2020
- NeurIPS 2020
Fair Infinitesimal Jackknife: Mitigating the Influence of Biased Training Data Points Without Refitting
- - Prasanna Sattigeri
  - Soumya Ghosh
  - et al.
- 2022
- NeurIPS 2022
Calibrated Data-Dependent Constraints with Exact Satisfaction Guarantees
- - Songkai Xue
  - Yuekai Sun
  - et al.
- 2022
- NeurIPS 2022
Logical Credal Networks
- - Radu Marinescu
  - Haifeng Qian
  - et al.
- 2022
- NeurIPS 2022
Accelerating Material Design with the Generative Toolkit for Scientific Discovery (GT4SD)
- - Matteo Manica
  - Joris Cadow
  - et al.
- 2022
- ACS Fall 2022
Selective Regression under Fairness Criteria
- - Abhin Shah
  - Yuheng Bu
  - et al.
- 2022
- ICML 2022
Fair Selective Classification via Sufficiency
- - Joshua Lee
  - Yuheng Bu
  - et al.
- 2021
- ICML 2021