Calibrated Selective Classification

25 August 2022

Papers citing "Calibrated Selective Classification"

14 / 14 papers shown

Title
Classification with Conceptual Safeguards Hailey Joren Charles Marx Berk Ustun 24 2 0 07 Nov 2024
Improving Predictor Reliability with Selective Recalibration Thomas P. Zollo Zhun Deng Jake C. Snell T. Pitassi Richard Zemel OOD 36 0 0 07 Oct 2024
Hierarchical Selective Classification Shani Goren Ido Galil Ran El-Yaniv BDL 42 1 0 19 May 2024
Selective Classification Under Distribution Shifts Hengyue Liang Le Peng Ju Sun UQCV 31 1 0 08 May 2024
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward Xuan Xie Jiayang Song Zhehua Zhou Yuheng Huang Da Song Lei Ma OffRL 35 6 0 12 Apr 2024
Early Time Classification with Accumulated Accuracy Gap Control Liran Ringel Regev Cohen Daniel Freedman Michael Elad Yaniv Romano 10 6 0 01 Feb 2024
When Rigidity Hurts: Soft Consistency Regularization for Probabilistic Hierarchical Time Series Forecasting Harshavardhan Kamarthi Lingkai Kong Alexander Rodríguez Chao Zhang B. Prakash AI4TS 20 5 0 17 Oct 2023
Improving Selective Visual Question Answering by Learning from Your Peers Corentin Dancette Spencer Whitehead Rishabh Maheshwary Ramakrishna Vedantam Stefan Scherer Xinlei Chen Matthieu Cord Marcus Rohrbach AAML OOD 20 15 0 14 Jun 2023
Conservative Prediction via Data-Driven Confidence Minimization Caroline Choi Fahim Tajwar Yoonho Lee Huaxiu Yao Ananya Kumar Chelsea Finn 16 5 0 08 Jun 2023
Survey on Leveraging Uncertainty Estimation Towards Trustworthy Deep Neural Networks: The Case of Reject Option and Post-training Processing M. Hasan Moloud Abdar Abbas Khosravi U. Aickelin Pietro Lio' Ibrahim Hossain Ashikur Rahman Saeid Nahavandi 17 4 0 11 Apr 2023
How Reliable is Your Regression Model's Uncertainty Under Real-World Distribution Shifts? Fredrik K. Gustafsson Martin Danelljan Thomas B. Schon OOD UQCV 27 12 0 07 Feb 2023
Selective classification using a robust meta-learning approach Nishant Jain Karthikeyan Shanmugam Pradeep Shenoy OOD 21 2 0 12 Dec 2022
MLDemon: Deployment Monitoring for Machine Learning Systems Antonio A. Ginart Martin Jinye Zhang James Y. Zou 29 18 0 28 Apr 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 176 184 0 07 Jan 2021