PAC Prediction Sets for Meta-Learning

PAC Prediction Sets for Meta-Learning

6 July 2022

Papers citing "PAC Prediction Sets for Meta-Learning"

13 / 13 papers shown

Title
Likelihood-Ratio Regularized Quantile Regression: Adapting Conformal Prediction to High-Dimensional Covariate Shifts Sunay Joshi Shayan Kiyani George Pappas Edgar Dobriban Hamed Hassani 68 0 0 18 Feb 2025
Fundus Image-based Visual Acuity Assessment with PAC-Guarantees Sooyong Jang Kuk Jin Jang Hyonyoung Choi Yong-Seop Han Seongjin Lee Jin-hyun Kim Insup Lee 70 0 0 09 Dec 2024
Uncertainty Quantification for Neurosymbolic Programs via Compositional Conformal Prediction Ramya Ramalingam Sangdon Park Osbert Bastani 26 1 0 24 May 2024
Conformal Predictions for Probabilistically Robust Scalable Machine Learning Classification Alberto Carlevaro Teodoro Alamo Fabrizio Dabbene Maurizio Mongelli 23 2 0 15 Mar 2024
SymmPI: Predictive Inference for Data with Group Symmetries Edgar Dobriban Mengxin Yu 18 2 0 26 Dec 2023
PAC Prediction Sets Under Label Shift Wenwen Si Sangdon Park Insup Lee Edgar Dobriban Osbert Bastani 35 9 0 19 Oct 2023
ACon $^2$ : Adaptive Conformal Consensus for Provable Blockchain Oracles Sangdon Park Osbert Bastani Taesoo Kim 30 9 0 17 Nov 2022
Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries Matteo Sesia Stefano Favaro Edgar Dobriban 13 8 0 09 Nov 2022
Few-Shot Calibration of Set Predictors via Meta-Learned Cross-Validation-Based Conformal Prediction Sangwoo Park K. Cohen Osvaldo Simeone 18 13 0 06 Oct 2022
Few-shot Conformal Prediction with Auxiliary Tasks Adam Fisch Tal Schuster Tommi Jaakkola Regina Barzilay 181 53 0 17 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 178 185 0 07 Jan 2021
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 131 68 0 31 Dec 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 317 11,681 0 09 Mar 2017