Distribution Free Prediction Sets for Node Classification

26 November 2022

Papers citing "Distribution Free Prediction Sets for Node Classification"

20 / 20 papers shown

Title
Enhanced Route Planning with Calibrated Uncertainty Set Lingxuan Tang Rui Luo Zhixin Zhou Nicolo Colombo 34 1 0 13 Mar 2025
Towards Anthropomorphic Conversational AI Part I: A Practical Framework Fei Wei Yaliang Li Bolin Ding 36 0 0 28 Feb 2025
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training Ting Wang Zhixin Zhou Rui Luo 23 5 0 06 Jan 2025
Graph Sparsification for Enhanced Conformal Prediction in Graph Neural Networks Yuntian He Pranav Maneriker Anutam Srinivasan Aditya T. Vadlamani Srinivasan Parthasarathy 28 0 0 28 Oct 2024
Conformal Prediction for Federated Graph Neural Networks with Missing Neighbor Information Ömer Faruk Akgül R. Kannan Viktor Prasanna FedML 13 0 0 17 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 56 2 0 09 Oct 2024
Benchmarking Graph Conformal Prediction: Empirical Analysis, Scalability, and Theoretical Insights Pranav Maneriker Aditya T. Vadlamani Anutam Srinivasan Yuntian He Ali Payani Srinivasan Parthasarathy 14 0 0 26 Sep 2024
Split Conformal Prediction under Data Contamination Jase Clarkson Wenkai Xu Mihai Cucuringu G. Reinert 24 1 0 10 Jul 2024
Conformalized Link Prediction on Graph Neural Networks Tianyi Zhao Jian Kang Lu Cheng 29 6 0 26 Jun 2024
Conformal Load Prediction with Transductive Graph Autoencoders Rui Luo Nicolo Colombo 16 9 0 12 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
Similarity-Navigated Conformal Prediction for Graph Neural Networks Jianqing Song Jianguo Huang Wenyu Jiang Baoming Zhang Shuangjie Li Chongjun Wang 27 2 0 23 May 2024
Uncertainty Quantification on Graph Learning: A Survey Chao Chen Chenghua Guo Rui Xu Xiangwen Liao Xi Zhang Sihong Xie Hui Xiong Philip S. Yu AI4CE 26 1 0 23 Apr 2024
Uncertainty in Graph Neural Networks: A Survey Fangxin Wang Yuqing Liu Kay Liu Yibo Wang Sourav Medya Philip S. Yu AI4CE 46 8 0 11 Mar 2024
On the Temperature of Bayesian Graph Neural Networks for Conformal Prediction Seohyeon Cha Honggu Kang Joonhyuk Kang 11 3 0 17 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
Uncertainty Quantification over Graph with Conformalized Graph Neural Networks Kexin Huang Ying Jin Emmanuel Candès J. Leskovec 24 57 0 23 May 2023
Predictive Inference with Feature Conformal Prediction Jiaye Teng Chuan Wen Dinghuai Zhang Yoshua Bengio Yang Gao Yang Yuan 27 24 0 01 Oct 2022
Geom-GCN: Geometric Graph Convolutional Networks Hongbin Pei Bingzhen Wei Kevin Chen-Chuan Chang Yu Lei Bo Yang GNN 167 1,058 0 13 Feb 2020
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016