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Trustworthy Classification through Rank-Based Conformal Prediction Sets

Trustworthy Classification through Rank-Based Conformal Prediction Sets

5 July 2024
Rui Luo
Zhixin Zhou
ArXivPDFHTML

Papers citing "Trustworthy Classification through Rank-Based Conformal Prediction Sets"

15 / 15 papers shown
Title
Uncertainty-Aware Trajectory Prediction via Rule-Regularized Heteroscedastic Deep Classification
Uncertainty-Aware Trajectory Prediction via Rule-Regularized Heteroscedastic Deep Classification
Kumar Manas
Christian Schlauch
Adrian Paschke
Christian Wirth
Nadja Klein
30
0
0
17 Apr 2025
Conditional Conformal Risk Adaptation
Conditional Conformal Risk Adaptation
Rui Luo
Zhixin Zhou
MedIm
17
0
0
10 Apr 2025
Enhanced Route Planning with Calibrated Uncertainty Set
Lingxuan Tang
Rui Luo
Zhixin Zhou
Nicolo Colombo
29
1
0
13 Mar 2025
Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression
Rui Luo
Zhixin Zhou
39
3
0
04 Mar 2025
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training
Ting Wang
Zhixin Zhou
Rui Luo
23
5
0
06 Jan 2025
Conformalized Interval Arithmetic with Symmetric Calibration
Conformalized Interval Arithmetic with Symmetric Calibration
Rui Luo
Zhixin Zhou
45
4
0
03 Jan 2025
Conformal Thresholded Intervals for Efficient Regression
Conformal Thresholded Intervals for Efficient Regression
Rui Luo
Zhixin Zhou
41
5
0
03 Jan 2025
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging
Rui Luo
Jie Bao
Zhixin Zhou
Chuangyin Dang
MedIm
AAML
19
5
0
07 Nov 2024
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets
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
Entropy Reweighted Conformal Classification
Entropy Reweighted Conformal Classification
Rui Luo
Nicolo Colombo
20
6
0
24 Jul 2024
Weighted Aggregation of Conformity Scores for Classification
Weighted Aggregation of Conformity Scores for Classification
Rui Luo
Zhixin Zhou
22
9
0
14 Jul 2024
Conformal Language Modeling
Conformal Language Modeling
Victor Quach
Adam Fisch
Tal Schuster
Adam Yala
J. Sohn
Tommi Jaakkola
Regina Barzilay
74
55
0
16 Jun 2023
Anomalous Edge Detection in Edge Exchangeable Social Network Models
Anomalous Edge Detection in Edge Exchangeable Social Network Models
Rui Luo
Buddhika Nettasinghe
Vikram Krishnamurthy
23
15
0
27 Sep 2021
Conformal prediction for time series
Conformal prediction for time series
Chen Xu
Yao Xie
AI4TS
33
32
0
18 Oct 2020
A Survey on Bias and Fairness in Machine Learning
A Survey on Bias and Fairness in Machine Learning
Ninareh Mehrabi
Fred Morstatter
N. Saxena
Kristina Lerman
Aram Galstyan
SyDa
FaML
286
4,143
0
23 Aug 2019
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