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2107.07511
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A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification
15 July 2021
Anastasios Nikolas Angelopoulos
Stephen Bates
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Papers citing
"A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification"
50 / 86 papers shown
Title
Uncertainty Quantification for Machine Learning in Healthcare: A Survey
L. J. L. Lopez
Shaza Elsharief
Dhiyaa Al Jorf
Firas Darwish
Congbo Ma
Farah E. Shamout
52
0
0
04 May 2025
Plug-and-Play Physics-informed Learning using Uncertainty Quantified Port-Hamiltonian Models
Kaiyuan Tan
Peilun Li
J. Wang
Thomas Beckers
AI4CE
17
0
0
24 Apr 2025
Leave-One-Out Stable Conformal Prediction
Kiljae Lee
Yuan Zhang
34
0
0
16 Apr 2025
Inferring Outcome Means of Exponential Family Distributions Estimated by Deep Neural Networks
Xuran Meng
Yi Li
BDL
25
0
0
12 Apr 2025
Conformal Prediction with Upper and Lower Bound Models
Miao Li
Michael Klamkin
Mathieu Tanneau
Reza Zandehshahvar
Pascal Van Hentenryck
48
0
0
06 Mar 2025
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction
Chen Wang
Fangxin Wang
Ruocheng Guo
Yueqing Liang
Philip S. Yu
118
4
0
21 Feb 2025
CARE: Confidence-Aware Regression Estimation of building density fine-tuning EO Foundation Models
Nikolaos Dionelis
Jente Bosmans
Nicolas Longepe
55
0
0
19 Feb 2025
Conformal Prediction Sets Can Cause Disparate Impact
Jesse C. Cresswell
Bhargava Kumar
Yi Sui
Mouloud Belbahri
FaML
77
1
0
17 Feb 2025
Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System Perception
Divake Kumar
Nastaran Darabi
Sina Tayebati
A. R. Trivedi
69
0
0
11 Feb 2025
Interaction-aware Conformal Prediction for Crowd Navigation
Zhe Huang
Tianchen Ji
Heling Zhang
Fatemeh Cheraghi Pouria
Katherine Rose Driggs-Campbell
Roy Dong
82
0
0
10 Feb 2025
Multivariate Conformal Prediction using Optimal Transport
Michal Klein
Louis Béthune
Eugène Ndiaye
Marco Cuturi
OT
59
3
0
05 Feb 2025
Wasserstein-regularized Conformal Prediction under General Distribution Shift
Rui Xu
Chao Chen
Yue Sun
Parvathinathan Venkitasubramaniam
Sihong Xie
28
0
0
23 Jan 2025
GeoConformal prediction: a model-agnostic framework of measuring the uncertainty of spatial prediction
Xiayin Lou
Peng Luo
Liqiu Meng
87
0
0
05 Dec 2024
A Review of Bayesian Uncertainty Quantification in Deep Probabilistic Image Segmentation
M. Valiuddin
R. V. Sloun
C.G.A. Viviers
Peter H. N. de With
Fons van der Sommen
UQCV
79
1
0
25 Nov 2024
Fine-Grained Uncertainty Quantification via Collisions
Jesse Friedbaum
S. Adiga
Ravi Tandon
57
0
0
18 Nov 2024
Conformal-in-the-Loop for Learning with Imbalanced Noisy Data
J. B. Graham-Knight
Jamil Fayyad
Nourhan Bayasi
Patricia Lasserre
H. Najjaran
30
0
0
04 Nov 2024
Powerful batch conformal prediction for classification
Ulysse Gazin
Ruth Heller
Étienne Roquain
Aldo Solari
36
0
0
04 Nov 2024
Semiparametric conformal prediction
Ji Won Park
Robert Tibshirani
Kyunghyun Cho
38
4
0
04 Nov 2024
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets
Kangdao Liu
Hao Zeng
Jianguo Huang
Huiping Zhuang
Chi-Man Vong
Hongxin Wei
55
4
0
12 Oct 2024
Conformal Prediction: A Data Perspective
Xiaofan Zhou
Baiting Chen
Yu Gui
Lu Cheng
59
2
0
09 Oct 2024
Unpacking Failure Modes of Generative Policies: Runtime Monitoring of Consistency and Progress
Christopher Agia
Rohan Sinha
Jingyun Yang
Zi-ang Cao
Rika Antonova
Marco Pavone
Jeannette Bohg
26
6
0
06 Oct 2024
Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning
Nils Lehmann
Jakob Gawlikowski
Adam J. Stewart
Vytautas Jancauskas
Stefan Depeweg
Eric T. Nalisnick
N. Gottschling
35
0
0
04 Oct 2024
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering
K. K.
Bernhard Schölkopf
Michael Muehlebach
24
0
0
02 Oct 2024
Adaptive inference with random ellipsoids through Conformal Conditional Linear Expectation
Iain Henderson
Adrien Mazoyer
Fabrice Gamboa
24
4
0
27 Sep 2024
SECURE: Semantics-aware Embodied Conversation under Unawareness for Lifelong Robot Learning
Rimvydas Rubavicius
Peter David Fagan
A. Lascarides
Subramanian Ramamoorthy
LM&Ro
73
0
0
26 Sep 2024
Asymptotics for conformal inference
Ulysse Gazin
13
1
0
18 Sep 2024
Quantifying Aleatoric and Epistemic Dynamics Uncertainty via Local Conformal Calibration
Luís Marques
Dmitry Berenson
18
0
0
12 Sep 2024
Conformal Trajectory Prediction with Multi-View Data Integration in Cooperative Driving
Xi Chen
Rahul Bhadani
Larry Head
78
0
0
01 Aug 2024
Probabilistic Parameter Estimators and Calibration Metrics for Pose Estimation from Image Features
Romeo Valentin
Sydney M. Katz
Joonghyun Lee
Don Walker
Matthew Sorgenfrei
Mykel J. Kochenderfer
29
0
0
23 Jul 2024
Error Detection and Constraint Recovery in Hierarchical Multi-Label Classification without Prior Knowledge
Joshua Shay Kricheli
Khoa Vo
Aniruddha Datta
Spencer Ozgur
Paulo Shakarian
30
2
0
21 Jul 2024
Valid Error Bars for Neural Weather Models using Conformal Prediction
Vignesh Gopakumar
Joel Oskarrson
Ander Gray
L. Zanisi
Stanislas Pamela
Daniel Giles
Matt Kusner
M. Deisenroth
28
0
0
20 Jun 2024
Learning Temporal Logic Predicates from Data with Statistical Guarantees
Emi Soroka
Rohan Sinha
Sanjay Lall
30
0
0
15 Jun 2024
Normalizing Flows for Conformal Regression
Nicolo Colombo
33
6
0
05 Jun 2024
Valid Conformal Prediction for Dynamic GNNs
Ed Davis
Ian Gallagher
Daniel J. Lawson
Patrick Rubin-Delanchy
AI4CE
32
3
0
29 May 2024
CHAMP: Conformalized 3D Human Multi-Hypothesis Pose Estimators
Harry Zhang
Luca Carlone
3DH
66
1
0
27 May 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network
Akansha Agrawal
UQCV
45
1
0
20 May 2024
Learning minimal volume uncertainty ellipsoids
Itai Alon
David Arnon
A. Wiesel
30
1
0
03 May 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty
Luca Mossina
Joseba Dalmau
Léo Andéol
UQCV
28
11
0
16 Apr 2024
CONFLARE: CONFormal LArge language model REtrieval
Pouria Rouzrokh
S. Faghani
Cooper Gamble
Moein Shariatnia
Bradley J. Erickson
3DV
RALM
37
2
0
04 Apr 2024
Perceive With Confidence: Statistical Safety Assurances for Navigation with Learning-Based Perception
Anushri Dixit
Zhiting Mei
Meghan Booker
Mariko Storey-Matsutani
Mariko Storey-Matsutani
Allen Z. Ren
Ola Shorinwa
Anirudha Majumdar
29
5
0
13 Mar 2024
Confidence on the Focal: Conformal Prediction with Selection-Conditional Coverage
Ying Jin
Zhimei Ren
30
7
0
06 Mar 2024
Conformal Predictive Programming for Chance Constrained Optimization
Yiqi Zhao
Xinyi Yu
Matteo Sesia
Lars Lindemann
Lars Lindemann
37
3
0
12 Feb 2024
General-purpose foundation models for increased autonomy in robot-assisted surgery
Samuel Schmidgall
Ji Woong Kim
Alan Kuntz
A. Ghazi
Axel Krieger
MedIm
36
8
0
01 Jan 2024
Prompt Risk Control: A Rigorous Framework for Responsible Deployment of Large Language Models
Thomas P. Zollo
Todd Morrill
Zhun Deng
Jake C. Snell
T. Pitassi
Richard Zemel
25
8
0
22 Nov 2023
Conformal Contextual Robust Optimization
Yash P. Patel
Sahana Rayan
Ambuj Tewari
27
15
0
16 Oct 2023
Conformal Prediction for Deep Classifier via Label Ranking
Jianguo Huang
Huajun Xi
Linjun Zhang
Huaxiu Yao
Yue Qiu
Hongxin Wei
28
21
0
10 Oct 2023
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions
Jordan Lekeufack
Anastasios Nikolas Angelopoulos
Andrea V. Bajcsy
Michael I. Jordan
Jitendra Malik
OffRL
26
28
0
09 Oct 2023
Conformal prediction under ambiguous ground truth
David Stutz
Abhijit Guha Roy
Tatiana Matejovicova
Patricia Strachan
A. Cemgil
Arnaud Doucet
22
15
0
18 Jul 2023
Inference-time Stochastic Ranking with Risk Control
Ruocheng Guo
Jean-François Ton
Yang Liu
Hang Li
30
2
0
12 Jun 2023
Stratification of uncertainties recalibrated by isotonic regression and its impact on calibration error statistics
P. Pernot
11
4
0
08 Jun 2023
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