Recommendation Systems with Distribution-Free Reliability Guarantees

Recommendation Systems with Distribution-Free Reliability Guarantees

4 July 2022

Anastasios Nikolas Angelopoulos

Michael I. Jordan

Papers citing "Recommendation Systems with Distribution-Free Reliability Guarantees"

15 / 15 papers shown

Title
Confidence-aware Fine-tuning of Sequential Recommendation Systems via Conformal Prediction Chen Wang Fangxin Wang Ruocheng Guo Yueqing Liang Philip S. Yu 112 4 0 21 Feb 2025
Transductive Conformal Inference for Ranking Jean-Baptiste Fermanian Pierre Humbert Gilles Blanchard 31 0 0 20 Jan 2025
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 44 2 0 09 Oct 2024
Streamlining Conformal Information Retrieval via Score Refinement Yotam Intrator Ori Kelner Regev Cohen Roman Goldenberg Ehud Rivlin Daniel Freedman 19 0 0 03 Oct 2024
Conformal Risk Control for Ordinal Classification Yunpeng Xu Wenge Guo Zhi Wei 12 6 0 01 May 2024
Inference-time Stochastic Ranking with Risk Control Ruocheng Guo Jean-François Ton Yang Liu Hang Li 15 2 0 12 Jun 2023
Conformal Prediction for Federated Uncertainty Quantification Under Label Shift Vincent Plassier Mehdi Makni Aleksandr Rubashevskii Eric Moulines Maxim Panov FedML 11 15 0 08 Jun 2023
Conformal Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Adam Fisch Lihua Lei Tal Schuster 22 87 0 04 Aug 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 86 125 0 03 Oct 2021
Sample-Efficient Safety Assurances using Conformal Prediction Rachel Luo Shengjia Zhao Jonathan Kuck B. Ivanovic Silvio Savarese Edward Schmerling Marco Pavone 45 56 0 28 Sep 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 179 69 0 18 Apr 2021
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 176 53 0 17 Feb 2021
On the Calibration and Uncertainty of Neural Learning to Rank Models Gustavo Penha C. Hauff 159 30 0 12 Jan 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 173 184 0 07 Jan 2021
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 118 68 0 31 Dec 2019