Credal Learning Theory

1 February 2024

Papers citing "Credal Learning Theory"

21 / 21 papers shown

Title
Partial Transportability for Domain Generalization Kasra Jalaldoust Alexis Bellot Elias Bareinboim OOD 110 5 0 30 Mar 2025
Conformal Prediction Regions are Imprecise Highest Density Regions Michele Caprio Yusuf Sale Eyke Hüllermeier 148 1 0 10 Feb 2025
CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks Kaizheng Wang Keivan K1 Shariatmadar Shireen Kudukkil Manchingal Fabio Cuzzolin David Moens Hans Hallez UQCV BDL 207 13 0 28 Jan 2025
Conformalized Credal Regions for Classification with Ambiguous Ground Truth Michele Caprio David Stutz Shuo Li Arnaud Doucet UQCV 165 5 0 07 Nov 2024
On the Robustness of Kernel Goodness-of-Fit Tests Xing Liu F. Briol OOD 97 5 0 11 Aug 2024
Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters Jiazuo Yu Yunzhi Zhuge Lu Zhang Ping Hu Dong Wang Huchuan Lu You He VLM KELM CLL OODD 144 80 0 18 Mar 2024
Conformalized Credal Set Predictors Alireza Javanmardi David Stutz Eyke Hüllermeier 63 13 0 16 Feb 2024
Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning Yiwen Ye Yutong Xie Jianpeng Zhang Ziyang Chen Qi Wu Yong-quan Xia CLL 46 17 0 29 Nov 2023
Credal Bayesian Deep Learning Michele Caprio Souradeep Dutta Kuk Jin Jang Vivian Lin Radoslav Ivanov O. Sokolsky Insup Lee OOD BDL UQCV 70 22 0 19 Feb 2023
Sketching Algorithms and Lower Bounds for Ridge Regression Praneeth Kacham David P. Woodruff 30 6 0 13 Apr 2022
Dynamic Precise and Imprecise Probability Kinematics Michele Caprio Ruobin Gong 32 10 0 08 Oct 2021
Towards a Theoretical Framework of Out-of-Distribution Generalization Haotian Ye Chuanlong Xie Tianle Cai Ruichen Li Zhenguo Li Liwei Wang OODD OOD 85 111 0 08 Jun 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 190 1,218 0 02 Mar 2021
An Online Learning Approach to Interpolation and Extrapolation in Domain Generalization Elan Rosenfeld Pradeep Ravikumar Andrej Risteski 81 35 0 25 Feb 2021
SWAD: Domain Generalization by Seeking Flat Minima Junbum Cha Sanghyuk Chun Kyungjae Lee Han-Cheol Cho Seunghyun Park Yunsung Lee Sungrae Park MoMe 275 451 0 17 Feb 2021
WILDS: A Benchmark of in-the-Wild Distribution Shifts Pang Wei Koh Shiori Sagawa Henrik Marklund Sang Michael Xie Marvin Zhang ... A. Kundaje Emma Pierson Sergey Levine Chelsea Finn Percy Liang OOD 170 1,428 0 14 Dec 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 76 1,137 0 02 Jul 2020
Generalizing to unseen domains via distribution matching Isabela Albuquerque João Monteiro Mohammad Javad Darvishi Bayazi T. Falk Ioannis Mitliagkas OOD 65 156 0 03 Nov 2019
A Generalization Error Bound for Multi-class Domain Generalization A. Deshmukh Yunwen Lei Srinagesh Sharma Ürün Dogan J. Cutler Clayton Scott 77 37 0 24 May 2019
Evidential Deep Learning to Quantify Classification Uncertainty Murat Sensoy Lance M. Kaplan M. Kandemir OOD UQCV EDL BDL 157 986 0 05 Jun 2018
Domain Generalization via Invariant Feature Representation Krikamol Muandet David Balduzzi Bernhard Schölkopf OOD 114 1,173 0 10 Jan 2013