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Conformal Prediction: A Data Perspective

Conformal Prediction: A Data Perspective

Xiaofan Zhou
Baiting Chen
Yu Gui
Lu Cheng
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Papers citing "Conformal Prediction: A Data Perspective"

50 / 139 papers shown
Title
WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts
WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts
Shadi Alijani
Homayoun Najjaran
131
0
0
26 May 2025
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction
Hui Ma
Kai Yang
AI4TS
391
3
0
26 May 2025
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction
Farhad Pourkamali-Anaraki
187
0
0
24 Apr 2025
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction
Chen Wang
Fangxin Wang
Ruocheng Guo
Yueqing Liang
Philip S. Yu
260
4
0
21 Feb 2025
Formal Verification and Control with Conformal Prediction
Formal Verification and Control with Conformal Prediction
Lars Lindemann
Yiqi Zhao
Xinyi Yu
George J. Pappas
Jyotirmoy Deshmukh
643
17
0
31 Aug 2024
Conformalized Link Prediction on Graph Neural Networks
Conformalized Link Prediction on Graph Neural Networks
Tianyi Zhao
Jian Kang
Lu Cheng
185
8
0
26 Jun 2024
Conformal time series decomposition with component-wise exchangeability
Conformal time series decomposition with component-wise exchangeability
Derck W. E. Prinzhorn
Thijmen Nijdam
Putri A. van der Linden
Alexander Timans
165
2
0
24 Jun 2024
Transformer Conformal Prediction for Time Series
Transformer Conformal Prediction for Time Series
Junghwan Lee
Chen Xu
Yao Xie
AI4TS
135
4
0
08 Jun 2024
CONFINE: Conformal Prediction for Interpretable Neural Networks
CONFINE: Conformal Prediction for Interpretable Neural Networks
Linhui Huang
S. Lala
N. Jha
232
2
0
01 Jun 2024
Kernel-based Optimally Weighted Conformal Prediction Intervals
Kernel-based Optimally Weighted Conformal Prediction Intervals
Jonghyeok Lee
Chen Xu
Yao Xie
182
4
0
27 May 2024
Stochastic Online Conformal Prediction with Semi-Bandit Feedback
Stochastic Online Conformal Prediction with Semi-Bandit Feedback
Haosen Ge
Hamsa Bastani
Osbert Bastani
182
1
0
22 May 2024
Conformal Counterfactual Inference under Hidden Confounding
Conformal Counterfactual Inference under Hidden Confounding
Zonghao Chen
Ruocheng Guo
Jean-François Ton
Yang Liu
CML
OffRL
184
3
0
20 May 2024
Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees
Conformal Alignment: Knowing When to Trust Foundation Models with Guarantees
Yu Gui
Ying Jin
Zhimei Ren
MedIm
197
22
0
16 May 2024
Multi-Source Conformal Inference Under Distribution Shift
Multi-Source Conformal Inference Under Distribution Shift
Yi Liu
Alexander W. Levis
Sharon-Lise T. Normand
Larry Han
OOD
190
8
0
15 May 2024
Conformal Online Auction Design
Conformal Online Auction Design
Jiale Han
Xiaowu Dai
145
2
0
11 May 2024
Informativeness of Weighted Conformal Prediction
Informativeness of Weighted Conformal Prediction
Mufang Ying
Wenge Guo
K. Khamaru
Ying Hung
142
2
0
10 May 2024
A Conformal Prediction Score that is Robust to Label Noise
A Conformal Prediction Score that is Robust to Label Noise
Coby Penso
Jacob Goldberger
152
6
0
04 May 2024
Conformal Prediction for Natural Language Processing: A Survey
Conformal Prediction for Natural Language Processing: A Survey
Margarida M. Campos
António Farinhas
Chrysoula Zerva
Mário A. T. Figueiredo
André F. T. Martins
AI4CE
197
16
0
03 May 2024
Conformalized Tensor Completion with Riemannian Optimization
Conformalized Tensor Completion with Riemannian Optimization
Hu Sun
Yang Chen
160
2
0
01 May 2024
Conformal Risk Control for Ordinal Classification
Conformal Risk Control for Ordinal Classification
Yunpeng Xu
Wenge Guo
Zhi Wei
157
6
0
01 May 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty
Luca Mossina
Joseba Dalmau
Léo Andéol
UQCV
161
15
0
16 Apr 2024
FDR control and FDP bounds for conformal link prediction
FDR control and FDP bounds for conformal link prediction
Gilles Blanchard
Guillermo Durand
Ariane Marandon-Carlhian
Romain Périer
135
3
0
03 Apr 2024
Conformal prediction for multi-dimensional time series by ellipsoidal sets
Conformal prediction for multi-dimensional time series by ellipsoidal sets
Chen Xu
Hanyang Jiang
Yao Xie
145
20
0
06 Mar 2024
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access
API Is Enough: Conformal Prediction for Large Language Models Without Logit-Access
Jiayuan Su
Jing Luo
Hongwei Wang
Lu Cheng
200
23
0
02 Mar 2024
Language Models with Conformal Factuality Guarantees
Language Models with Conformal Factuality Guarantees
Christopher Mohri
Tatsunori Hashimoto
HILM
181
44
0
15 Feb 2024
Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series
Bellman Conformal Inference: Calibrating Prediction Intervals For Time Series
Zitong Yang
Emmanuel Candès
Lihua Lei
AI4TS
148
9
0
07 Feb 2024
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models
Mintong Kang
Nezihe Merve Gürel
Ning Yu
D. Song
Yue Liu
208
22
0
05 Feb 2024
Online conformal prediction with decaying step sizes
Online conformal prediction with decaying step sizes
Anastasios Nikolas Angelopoulos
Rina Foygel Barber
Stephen Bates
181
24
0
02 Feb 2024
Non-Exchangeable Conformal Language Generation with Nearest Neighbors
Non-Exchangeable Conformal Language Generation with Nearest Neighbors
Dennis Ulmer
Chrysoula Zerva
André F. T. Martins
179
13
0
01 Feb 2024
Conformal Prediction Sets Improve Human Decision Making
Conformal Prediction Sets Improve Human Decision Making
Jesse C. Cresswell
Yi Sui
Bhargava Kumar
Noël Vouitsis
161
19
0
24 Jan 2024
Benchmarking LLMs via Uncertainty Quantification
Benchmarking LLMs via Uncertainty Quantification
Fanghua Ye
Mingming Yang
Jianhui Pang
Longyue Wang
Derek F. Wong
Emine Yilmaz
Shuming Shi
Zhaopeng Tu
ELM
200
55
0
23 Jan 2024
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes
Victor Dheur
T. Bosser
Rafael Izbicki
Souhaib Ben Taieb
AI4TS
162
6
0
09 Jan 2024
Reliable Prediction Intervals with Regression Neural Networks
Reliable Prediction Intervals with Regression Neural Networks
Harris Papadopoulos
H. Haralambous
364
111
0
15 Dec 2023
Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels
Well-calibrated Confidence Measures for Multi-label Text Classification with a Large Number of Labels
L. Maltoudoglou
A. Paisios
Ladislav Lenc
J. Martínek
Pavel Král
Harris Papadopoulos
154
42
0
14 Dec 2023
AdaptiveConformal: An R Package for Adaptive Conformal Inference
AdaptiveConformal: An R Package for Adaptive Conformal Inference
Herbert Susmann
Antoine Chambaz
Julie Josse
137
1
0
01 Dec 2023
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms
J. Brunekreef
Eric Marcus
Ray Sheombarsing
Jan-Jakob Sonke
Jonas Teuwen
153
7
0
20 Nov 2023
Equal Opportunity of Coverage in Fair Regression
Equal Opportunity of Coverage in Fair Regression
Fangxin Wang
Lu Cheng
Ruocheng Guo
Kay Liu
Philip S. Yu
157
16
0
03 Nov 2023
Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data
Estimating Uncertainty in Multimodal Foundation Models using Public Internet Data
Shiladitya Dutta
Hongbo Wei
L. Laan
Ahmed Alaa
186
6
0
15 Oct 2023
Conformal Prediction for Deep Classifier via Label Ranking
Conformal Prediction for Deep Classifier via Label Ranking
Jianguo Huang
Huajun Xi
Linjun Zhang
Huaxiu Yao
Yue Qiu
Hongxin Wei
184
24
0
10 Oct 2023
Non-Exchangeable Conformal Risk Control
Non-Exchangeable Conformal Risk Control
António Farinhas
Chrysoula Zerva
Dennis Ulmer
André F. T. Martins
170
10
0
02 Oct 2023
Reliability-based cleaning of noisy training labels with inductive conformal prediction in multi-modal biomedical data mining
Reliability-based cleaning of noisy training labels with inductive conformal prediction in multi-modal biomedical data mining
Xianghao Zhan
Qinmei Xu
Yuanning Zheng
Guangming Lu
Olivier Gevaert
166
2
0
13 Sep 2023
Adaptive conformal classification with noisy labels
Adaptive conformal classification with noisy labels
Matteo Sesia
Y. X. R. Wang
Xin Tong
183
14
0
10 Sep 2023
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects
Conformal Meta-learners for Predictive Inference of Individual Treatment Effects
Ahmed Alaa
Zaid Ahmad
Mark van der Laan
CML
160
16
0
28 Aug 2023
Conformal PID Control for Time Series Prediction
Conformal PID Control for Time Series Prediction
Anastasios Nikolas Angelopoulos
Emmanuel J. Candes
Robert Tibshirani
AI4TS
192
63
0
31 Jul 2023
Probabilistically robust conformal prediction
Probabilistically robust conformal prediction
Subhankar Ghosh
Yuanjie Shi
Taha Belkhouja
Yan Yan
J. Doppa
Brian Jones
AAML
147
19
0
31 Jul 2023
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction
Shuo Li
Sangdon Park
Insup Lee
Osbert Bastani
RALM
HILM
139
11
0
07 Jul 2023
Conformal link prediction for false discovery rate control
Conformal link prediction for false discovery rate control
Ariane Marandon
145
9
0
26 Jun 2023
Conformal Language Modeling
Conformal Language Modeling
Victor Quach
Adam Fisch
Tal Schuster
Adam Yala
J. Sohn
Tommi Jaakkola
Regina Barzilay
198
63
0
16 Jun 2023
Class-Conditional Conformal Prediction with Many Classes
Class-Conditional Conformal Prediction with Many Classes
Tiffany Ding
Anastasios Nikolas Angelopoulos
Stephen Bates
Michael I. Jordan
Robert Tibshirani
145
48
0
15 Jun 2023
Integrating Uncertainty Awareness into Conformalized Quantile Regression
Integrating Uncertainty Awareness into Conformalized Quantile Regression
Raphael Rossellini
Rina Foygel Barber
Rebecca Willett
160
9
0
14 Jun 2023