Diverse mini-batch Active Learning

17 January 2019

Papers citing "Diverse mini-batch Active Learning"

25 / 25 papers shown

Title
Uncertainty Herding: One Active Learning Method for All Label Budgets Wonho Bae Gabriel L. Oliveira Danica J. Sutherland UQCV 244 0 0 30 Dec 2024
GIST: Greedy Independent Set Thresholding for Diverse Data Summarization Matthew Fahrbach Srikumar Ramalingam Morteza Zadimoghaddam Sara Ahmadian Gui Citovsky Giulia DeSalvo 66 1 0 29 May 2024
Novel Batch Active Learning Approach and Its Application to Synthetic Aperture Radar Datasets James Chapman Bohan Chen Zheng Tan Jeff Calder Kevin Miller Andrea L. Bertozzi 13 8 0 19 Jul 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 36 11 0 21 May 2023
Investigating Multi-source Active Learning for Natural Language Inference Ard Snijders Douwe Kiela Katerina Margatina 26 7 0 14 Feb 2023
Evaluating Zero-cost Active Learning for Object Detection Dominik Probst Hasnain Raza E. Rodner VLM ObjD 34 1 0 08 Dec 2022
An Empirical Study on the Efficacy of Deep Active Learning for Image Classification Yu Li Mu-Hwa Chen Yannan Liu Daojing He Qiang Xu 42 9 0 30 Nov 2022
MEAL: Stable and Active Learning for Few-Shot Prompting Abdullatif Köksal Timo Schick Hinrich Schütze 27 25 0 15 Nov 2022
Active Learning with Tabular Language Models Martin Ringsquandl A. Koleva LMTD 32 0 0 08 Nov 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 38 65 0 18 Oct 2022
Active Learning Strategies for Weakly-supervised Object Detection Huy V. Vo Oriane Siméoni Spyros Gidaris Andrei Bursuc Patrick Pérez Jean Ponce 48 19 0 25 Jul 2022
A Comparative Survey of Deep Active Learning Xueying Zhan Qingzhong Wang Kuan-Hao Huang Haoyi Xiong Dejing Dou Antoni B. Chan FedML HAI 26 105 0 25 Mar 2022
Active Learning for Event Extraction with Memory-based Loss Prediction Model Shirong Shen Zhen Li Guilin Qi 29 1 0 26 Nov 2021
Diversity Enhanced Active Learning with Strictly Proper Scoring Rules Wei Tan Lan Du Wray Buntine 16 30 0 27 Oct 2021
Deep Active Learning by Leveraging Training Dynamics Haonan Wang Wei Huang Ziwei Wu A. Margenot Hanghang Tong Jingrui He AI4CE 31 33 0 16 Oct 2021
Cartography Active Learning Mike Zhang Barbara Plank 27 37 0 09 Sep 2021
Sample Noise Impact on Active Learning A. Abraham L. Dreyfus-Schmidt 24 3 0 03 Sep 2021
Batch Active Learning at Scale Gui Citovsky Giulia DeSalvo Claudio Gentile Lazaros Karydas Anand Rajagopalan Afshin Rostamizadeh Sanjiv Kumar 30 151 0 29 Jul 2021
Multi-Domain Active Learning: Literature Review and Comparative Study Ruidan He Shengcai Liu Shan He Ke Tang OOD 24 14 0 25 Jun 2021
Neural Active Learning with Performance Guarantees Pranjal Awasthi Christoph Dann Claudio Gentile Ayush Sekhari Zhilei Wang 32 22 0 06 Jun 2021
Multi-class Text Classification using BERT-based Active Learning Sumanth Prabhu Moosa Mohamed Hemant Misra 29 38 0 27 Apr 2021
Deep Indexed Active Learning for Matching Heterogeneous Entity Representations Arjit Jain Sunita Sarawagi Prithviraj Sen 30 24 0 08 Apr 2021
Rebuilding Trust in Active Learning with Actionable Metrics A. Abraham L. Dreyfus-Schmidt 29 7 0 18 Dec 2020
Active Domain Adaptation via Clustering Uncertainty-weighted Embeddings Viraj Prabhu Arjun Chandrasekaran Kate Saenko Judy Hoffman OOD 106 124 0 16 Oct 2020
Batch Active Learning Using Determinantal Point Processes Erdem Biyik Kenneth Wang Nima Anari Dorsa Sadigh 27 61 0 19 Jun 2019