"prediction sets" Papers

12 papers found

CBMA: Improving Conformal Prediction through Bayesian Model Averaging

Pankaj Bhagwat, Linglong Kong, Bei Jiang

ICLR 2025posterarXiv:2511.16924
2
citations

Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering

Klaus-Rudolf Kladny, Bernhard Schölkopf, Michael Muehlebach

ICLR 2025posterarXiv:2410.01660
5
citations

Error-quantified Conformal Inference for Time Series

Junxi Wu, Dongjian Hu, Yajie Bao et al.

ICLR 2025oralarXiv:2502.00818
8
citations

Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning

Yan Scholten, Stephan Günnemann

ICLR 2025posterarXiv:2410.09878
2
citations

Robust Conformal Prediction with a Single Binary Certificate

Soroush H. Zargarbashi, Aleksandar Bojchevski

ICLR 2025posterarXiv:2503.05239
3
citations

Valid Conformal Prediction for Dynamic GNNs

Ed Davis, Ian Gallagher, Daniel Lawson et al.

ICLR 2025posterarXiv:2405.19230
7
citations

Classification under Nuisance Parameters and Generalized Label Shift in Likelihood-Free Inference

Luca Masserano, Alexander Shen, Michele Doro et al.

ICML 2024poster

Conformal Prediction for Deep Classifier via Label Ranking

Jianguo Huang, HuaJun Xi, Linjun Zhang et al.

ICML 2024poster

Conformal Prediction with Learned Features

Shayan Kiyani, George J. Pappas, Hamed Hassani

ICML 2024poster

Designing Decision Support Systems using Counterfactual Prediction Sets

Eleni Straitouri, Manuel Gomez-Rodriguez

ICML 2024spotlight

Robust Yet Efficient Conformal Prediction Sets

Soroush H. Zargarbashi, Mohammad Sadegh Akhondzadeh, Aleksandar Bojchevski

ICML 2024poster

Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction

Wei Qian, Chenxu Zhao, Yangyi Li et al.

AAAI 2024paperarXiv:2401.01549
10
citations