Bayesian active learning for production, a systematic study and a reusable library

17 June 2020

Papers citing "Bayesian active learning for production, a systematic study and a reusable library"

9 / 9 papers shown

Title
Combining X-Vectors and Bayesian Batch Active Learning: Two-Stage Active Learning Pipeline for Speech Recognition O. Kundacina V. Vincan D. Mišković BDL 104 0 0 03 May 2024
Prediction-Oriented Bayesian Active Learning Freddie Bickford-Smith Andreas Kirsch Sebastian Farquhar Y. Gal Adam Foster Tom Rainforth 52 30 0 17 Apr 2023
Evaluating the effect of data augmentation and BALD heuristics on distillation of Semantic-KITTI dataset Ngoc Phuong Anh Duong Alexandre Almin Léo Lemarié B. R. Kiran 32 0 0 21 Feb 2023
Navigating the Pitfalls of Active Learning Evaluation: A Systematic Framework for Meaningful Performance Assessment Carsten T. Lüth Till J. Bungert Lukas Klein Paul F. Jaeger 34 10 0 25 Jan 2023
Domain Adaptation from Scratch Eyal Ben-David Yftah Ziser Roi Reichart 29 1 0 02 Sep 2022
LiDAR dataset distillation within bayesian active learning framework: Understanding the effect of data augmentation Ngoc Phuong Anh Duong Alexandre Almin Léo Lemarié B. R. Kiran 39 3 0 06 Feb 2022
Small-Text: Active Learning for Text Classification in Python Christopher Schröder Lydia Muller A. Niekler Martin Potthast CLIP VLM AI4CE 51 24 0 21 Jul 2021
Can Active Learning Preemptively Mitigate Fairness Issues? Frederic Branchaud-Charron Parmida Atighehchian Pau Rodríguez Grace Abuhamad Alexandre Lacoste FaML 22 20 0 14 Apr 2021
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 305 9,202 0 06 Jun 2015