Conformal Structured Prediction

v1v2 (latest)

Conformal Structured Prediction

8 October 2024

ArXiv (abs)PDF HTML

Papers citing "Conformal Structured Prediction"

18 / 18 papers shown

Title
Language Models with Conformal Factuality Guarantees Christopher Mohri Tatsunori Hashimoto HILM 214 50 0 15 Feb 2024
TRAQ: Trustworthy Retrieval Augmented Question Answering via Conformal Prediction Shuo Li Sangdon Park Insup Lee Osbert Bastani RALM HILM 152 11 0 07 Jul 2023
Conformal Language Modeling Victor Quach Adam Fisch Tal Schuster Adam Yala J. Sohn Tommi Jaakkola Regina Barzilay 235 67 0 16 Jun 2023
Distribution-free inference with hierarchical data Yonghoon Lee Rina Foygel Barber Rebecca Willett 68 11 0 10 Jun 2023
Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling Léo Andéol Thomas Fel F. D. Grancey Luca Mossina 73 16 0 12 Apr 2023
PAC Prediction Sets for Large Language Models of Code Adam Khakhar Stephen Mell Osbert Bastani 117 6 0 17 Feb 2023
Conformal Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Adam Fisch Lihua Lei Tal Schuster 196 141 0 04 Aug 2022
PAC-Wrap: Semi-Supervised PAC Anomaly Detection Shuo Li Xiayan Ji Yan Sun O. Sokolsky Insup Lee 78 14 0 22 May 2022
Set-valued prediction in hierarchical classification with constrained representation complexity Thomas Mortier Eyke Hüllermeier Krzysztof Dembczyñski Willem Waegeman 113 3 0 13 Mar 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 279 135 0 03 Oct 2021
Program Synthesis with Large Language Models Jacob Austin Augustus Odena Maxwell Nye Maarten Bosma Henryk Michalewski ... Ellen Jiang Carrie J. Cai Michael Terry Quoc V. Le Charles Sutton ELM AIMat ReCod ALM 216 2,009 0 16 Aug 2021
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 210 338 0 29 Sep 2020
GoEmotions: A Dataset of Fine-Grained Emotions Dorottya Demszky Dana Movshovitz-Attias Jeongwoo Ko Alan S. Cowen Gaurav Nemade Sujith Ravi AI4MH 90 718 0 01 May 2020
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 235 70 0 31 Dec 2019
Distribution-Free Prediction Sets for Two-Layer Hierarchical Models Robin Dunn Larry A. Wasserman Aaditya Ramdas 79 31 0 20 Sep 2018
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 316 8,174 0 16 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,510 0 10 Dec 2015
Conditional validity of inductive conformal predictors V. Vovk 233 418 0 12 Sep 2012

We use cookies and other tracking technologies to improve your browsing experience on our website, to show you personalized content and targeted ads, to analyze our website traffic, and to understand where our visitors are coming from. See our policy.