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Robust Conformal Prediction Using Privileged Information

Robust Conformal Prediction Using Privileged Information

10 January 2025
Shai Feldman
Yaniv Romano
    OOD
ArXivPDFHTML

Papers citing "Robust Conformal Prediction Using Privileged Information"

20 / 20 papers shown
Title
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition
CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition
Bruno Viti
Elias Karabelas
Martin Holler
168
0
0
20 May 2025
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weighting
Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weighting
Shai Feldman
Stephen Bates
Yaniv Romano
164
0
0
07 May 2025
Adaptive conformal classification with noisy labels
Adaptive conformal classification with noisy labels
Matteo Sesia
Y. X. R. Wang
Xin Tong
192
14
0
10 Sep 2023
Conformal Prediction with Missing Values
Conformal Prediction with Missing Values
Margaux Zaffran
Aymeric Dieuleveut
Julie Josse
Yaniv Romano
164
21
0
05 Jun 2023
JAWS: Auditing Predictive Uncertainty Under Covariate Shift
JAWS: Auditing Predictive Uncertainty Under Covariate Shift
Drew Prinster
Anqi Liu
Suchi Saria
147
13
0
21 Jul 2022
Predictive Inference with Weak Supervision
Predictive Inference with Weak Supervision
Maxime Cauchois
Suyash Gupta
Alnur Ali
John C. Duchi
179
10
0
20 Jan 2022
Learning with Noisy Labels Revisited: A Study Using Real-World Human
  Annotations
Learning with Noisy Labels Revisited: A Study Using Real-World Human Annotations
Jiaheng Wei
Zhaowei Zhu
Weiran Wang
Tongliang Liu
Gang Niu
Yang Liu
NoLa
125
252
0
22 Oct 2021
Robust Validation: Confident Predictions Even When Distributions Shift
Robust Validation: Confident Predictions Even When Distributions Shift
Maxime Cauchois
Suyash Gupta
Alnur Ali
John C. Duchi
OOD
118
95
0
10 Aug 2020
Conformal Inference of Counterfactuals and Individual Treatment Effects
Conformal Inference of Counterfactuals and Individual Treatment Effects
Lihua Lei
Emmanuel J. Candès
CML
165
194
0
11 Jun 2020
Classification with Valid and Adaptive Coverage
Classification with Valid and Adaptive Coverage
Yaniv Romano
Matteo Sesia
Emmanuel J. Candès
387
324
0
03 Jun 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library
PyTorch: An Imperative Style, High-Performance Deep Learning Library
Adam Paszke
Sam Gross
Francisco Massa
Adam Lerer
James Bradbury
...
Sasank Chilamkurthy
Benoit Steiner
Lu Fang
Junjie Bai
Soumith Chintala
ODL
493
42,407
0
03 Dec 2019
Nested conformal prediction and quantile out-of-bag ensemble methods
Nested conformal prediction and quantile out-of-bag ensemble methods
Chirag Gupta
Arun K. Kuchibhotla
Aaditya Ramdas
MQ
174
118
0
23 Oct 2019
Conformalized Quantile Regression
Conformalized Quantile Regression
Yaniv Romano
Evan Patterson
Emmanuel J. Candès
478
611
0
08 May 2019
Benchmarking Neural Network Robustness to Common Corruptions and
  Perturbations
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations
Dan Hendrycks
Thomas G. Dietterich
OOD
VLM
170
3,431
0
28 Mar 2019
Conformal Prediction in Learning Under Privileged Information Paradigm
  with Applications in Drug Discovery
Conformal Prediction in Learning Under Privileged Information Paradigm with Applications in Drug Discovery
N. Gauraha
L. Carlsson
O. Spjuth
65
7
0
29 Mar 2018
Causal Effect Inference with Deep Latent-Variable Models
Causal Effect Inference with Deep Latent-Variable Models
Christos Louizos
Uri Shalit
Joris Mooij
David Sontag
R. Zemel
Max Welling
CML
BDL
201
743
0
24 May 2017
XGBoost: A Scalable Tree Boosting System
XGBoost: A Scalable Tree Boosting System
Tianqi Chen
Carlos Guestrin
790
38,735
0
09 Mar 2016
Deep Residual Learning for Image Recognition
Deep Residual Learning for Image Recognition
Kaiming He
Xinming Zhang
Shaoqing Ren
Jian Sun
MedIm
2.2K
193,878
0
10 Dec 2015
Unifying distillation and privileged information
Unifying distillation and privileged information
David Lopez-Paz
Léon Bottou
Bernhard Schölkopf
V. Vapnik
FedML
165
462
0
11 Nov 2015
Cross-conformal predictors
Cross-conformal predictors
V. Vovk
511
202
0
03 Aug 2012
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