Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction

Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction

21 February 2025

ArXiv (abs)PDF HTML

Papers citing "Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction"

18 / 18 papers shown

Title
Taxonomy-Guided Zero-Shot Recommendations with LLMs Yueqing Liang Liangwei Yang Chen Wang Xiongxiao Xu Philip S. Yu Kai Shu 134 8 0 21 Feb 2025
Graph Sparsification for Enhanced Conformal Prediction in Graph Neural Networks Yuntian He Pranav Maneriker Anutam Srinivasan Aditya T. Vadlamani Srinivasan Parthasarathy 65 0 0 28 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 1.0K 5 0 09 Oct 2024
Equal Opportunity of Coverage in Fair Regression Fangxin Wang Lu Cheng Ruocheng Guo Kay Liu Philip S. Yu 216 16 0 03 Nov 2023
Conformal Prediction for Deep Classifier via Label Ranking Jianguo Huang Huajun Xi Linjun Zhang Huaxiu Yao Yue Qiu Hongxin Wei 215 26 0 10 Oct 2023
Recommendation Systems with Distribution-Free Reliability Guarantees Anastasios Nikolas Angelopoulos K. Krauth Stephen Bates Yixin Wang Michael I. Jordan 150 13 0 04 Jul 2022
Towards Universal Sequence Representation Learning for Recommender Systems Yupeng Hou Shanlei Mu Wayne Xin Zhao Yaliang Li Bolin Ding Ji-Rong Wen AI4TS 88 213 0 13 Jun 2022
Pre-training Graph Neural Network for Cross Domain Recommendation Chen Wang Yueqing Liang Zhiwei Liu Tao Zhang Philip S. Yu 73 46 0 16 Nov 2021
Contrastive Self-supervised Sequential Recommendation with Robust Augmentation Zhiwei Liu Yong-Guang Chen Jia Li Philip S. Yu Julian McAuley Caiming Xiong 67 171 0 14 Aug 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 252 625 0 15 Jul 2021
Augmenting Sequential Recommendation with Pseudo-Prior Items via Reversely Pre-training Transformer Zhiwei Liu Ziwei Fan Yu Wang Philip S. Yu 161 149 0 02 May 2021
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 223 338 0 29 Sep 2020
Classification with Valid and Adaptive Coverage Yaniv Romano Matteo Sesia Emmanuel J. Candès 397 329 0 03 Jun 2020
BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer Fei Sun Jun Liu Jian Wu Changhua Pei Xiao Lin Wenwu Ou Peng Jiang BDL HAI 201 2,199 0 14 Apr 2019
Self-Attentive Sequential Recommendation Wang-Cheng Kang Julian McAuley HAI BDL 196 2,460 0 20 Aug 2018
Least Ambiguous Set-Valued Classifiers with Bounded Error Levels Mauricio Sadinle Jing Lei Larry A. Wasserman 204 253 0 02 Sep 2016
Session-based Recommendations with Recurrent Neural Networks Balázs Hidasi Alexandros Karatzoglou L. Baltrunas D. Tikk 102 2,110 0 21 Nov 2015
Learning by Transduction A. Gammerman V. Vovk V. Vapnik 196 516 0 30 Jan 2013