SCRIB: Set-classifier with Class-specific Risk Bounds for Blackbox
Models

SCRIB: Set-classifier with Class-specific Risk Bounds for Blackbox Models

5 March 2021

M. P. M. Brandon Westover

Jimeng Sun

Papers citing "SCRIB: Set-classifier with Class-specific Risk Bounds for Blackbox Models"

10 / 10 papers shown

Title
CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMs Shuang Ao Stefan Rueger Advaith Siddharthan 28 1 0 05 Jun 2024
Contextualized Sequence Likelihood: Enhanced Confidence Scores for Natural Language Generation Zhen Lin Shubhendu Trivedi Jimeng Sun 16 1 0 03 Jun 2024
Mitigating LLM Hallucinations via Conformal Abstention Yasin Abbasi-Yadkori Ilja Kuzborskij David Stutz András György Adam Fisch ... Wei-Hung Weng Yao-Yuan Yang Csaba Szepesvári A. Cemgil Nenad Tomašev HILM 30 12 0 04 Apr 2024
Generating with Confidence: Uncertainty Quantification for Black-box Large Language Models Zhen Lin Shubhendu Trivedi Jimeng Sun HILM 21 128 0 30 May 2023
Fast Online Value-Maximizing Prediction Sets with Conformal Cost Control Zhen Lin Shubhendu Trivedi Cao Xiao Jimeng Sung 25 2 0 02 Feb 2023
Calibrated Selective Classification Adam Fisch Tommi Jaakkola Regina Barzilay 21 16 0 25 Aug 2022
Machine Learning with a Reject Option: A survey Kilian Hendrickx Lorenzo Perini Dries Van der Plas Wannes Meert Jesse Davis MU 25 121 0 23 Jul 2021
Locally Valid and Discriminative Prediction Intervals for Deep Learning Models Zhen Lin Shubhendu Trivedi Jimeng Sun 16 20 0 01 Jun 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,660 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 249 9,134 0 06 Jun 2015