Discriminative Active Learning

15 July 2019

Papers citing "Discriminative Active Learning"

50 / 107 papers shown

Title
Batch Multi-Fidelity Active Learning with Budget Constraints Shibo Li J. M. Phillips Xin Yu Robert M. Kirby Shandian Zhe 148 15 0 23 Oct 2022
A Survey of Active Learning for Natural Language Processing Zhisong Zhang Emma Strubell Eduard H. Hovy LM&MA 100 68 0 18 Oct 2022
TiDAL: Learning Training Dynamics for Active Learning Seong Min Kye Kwanghee Choi Hyeongmin Byun Buru Chang 92 14 0 13 Oct 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 156 114 0 31 Aug 2022
Neural Design for Genetic Perturbation Experiments Aldo Pacchiano Drausin Wulsin Robert A. Barton L. Voloch 80 5 0 26 Jul 2022
Active Learning Strategies for Weakly-supervised Object Detection Huy V. Vo Oriane Siméoni Spyros Gidaris Andrei Bursuc Patrick Pérez Jean Ponce 113 19 0 25 Jul 2022
"Diversity and Uncertainty in Moderation" are the Key to Data Selection for Multilingual Few-shot Transfer Shanu Kumar Sandipan Dandapat Monojit Choudhury 75 6 0 30 Jun 2022
Patient Aware Active Learning for Fine-Grained OCT Classification Yash-yee Logan Ryan Benkert Ahmad Mustafa Gukyeong Kwon Ghassan AlRegib 83 11 0 23 Jun 2022
Active Learning Through a Covering Lens Ofer Yehuda Avihu Dekel Guy Hacohen D. Weinshall 86 50 0 23 May 2022
Tyger: Task-Type-Generic Active Learning for Molecular Property Prediction Kuangqi Zhou Kaixin Wang Jiashi Feng Jian Tang Tingyang Xu Xinchao Wang 68 1 0 23 May 2022
ALLSH: Active Learning Guided by Local Sensitivity and Hardness Shujian Zhang Chengyue Gong Xingchao Liu Pengcheng He Weizhu Chen Mingyuan Zhou 100 26 0 10 May 2022
A Comparative Survey of Deep Active Learning Xueying Zhan Qingzhong Wang Kuan-Hao Huang Haoyi Xiong Dejing Dou Antoni B. Chan FedML HAI 135 113 0 25 Mar 2022
Uncertainty Estimation for Language Reward Models Adam Gleave G. Irving UQLM 84 34 0 14 Mar 2022
Improving performance of aircraft detection in satellite imagery while limiting the labelling effort: Hybrid active learning Julie Imbert G. Dashyan Alex Goupilleau Tugdual Ceillier M. Corbineau 31 2 0 10 Feb 2022
A Lagrangian Duality Approach to Active Learning Juan Elenter Navid Naderializadeh Alejandro Ribeiro 96 23 0 08 Feb 2022
Active Learning on a Budget: Opposite Strategies Suit High and Low Budgets Guy Hacohen Avihu Dekel D. Weinshall 233 123 0 06 Feb 2022
GALAXY: Graph-based Active Learning at the Extreme Jifan Zhang Julian Katz-Samuels Robert D. Nowak 72 32 0 03 Feb 2022
Active Learning Over Multiple Domains in Natural Language Tasks Shayne Longpre Julia Reisler E. G. Huang Yi Lu Andrew J. Frank Nikhil Ramesh Chris DuBois OOD 104 13 0 01 Feb 2022
Active Learning for Domain Adaptation: An Energy-Based Approach Binhui Xie Longhui Yuan Shuang Li Chi Harold Liu Xinjing Cheng Guoren Wang 100 115 0 02 Dec 2021
Hitting the Target: Stopping Active Learning at the Cost-Based Optimum Zac Pullar-Strecker Katharina Dost E. Frank Jörg Simon Wicker 161 11 0 07 Oct 2021
Cartography Active Learning Mike Zhang Barbara Plank 107 39 0 09 Sep 2021
Active Learning by Acquiring Contrastive Examples Katerina Margatina Giorgos Vernikos Loïc Barrault Nikolaos Aletras 92 194 0 08 Sep 2021
ALLWAS: Active Learning on Language models in WASserstein space Anson Bastos Manohar Kaul MedIm 55 1 0 03 Sep 2021
Small-Text: Active Learning for Text Classification in Python Christopher Schröder Lydia Muller A. Niekler Martin Potthast CLIP VLM AI4CE 123 28 0 21 Jul 2021
Active learning for imbalanced data under cold start R. Barata Miguel Leite R. Pacheco Marco O. P. Sampaio João Tiago Ascensão P. Bizarro AI4CE 46 8 0 16 Jul 2021
Multi-Domain Active Learning: Literature Review and Comparative Study Ruidan He Shengcai Liu Shan He Ke Tang OOD 87 14 0 25 Jun 2021
Gone Fishing: Neural Active Learning with Fisher Embeddings Jordan T. Ash Surbhi Goel A. Krishnamurthy Sham Kakade 76 88 0 17 Jun 2021
Goldilocks: Just-Right Tuning of BERT for Technology-Assisted Review Eugene Yang Sean MacAvaney D. Lewis O. Frieder 126 29 0 03 May 2021
Multi-class Text Classification using BERT-based Active Learning Sumanth Prabhu Moosa Mohamed Hemant Misra 72 39 0 27 Apr 2021
A Neural Pre-Conditioning Active Learning Algorithm to Reduce Label Complexity Seo Taek Kong Soomin Jeon Dongbin Na Jaewon Lee Honglak Lee Kyu-Hwan Jung 67 6 0 08 Apr 2021
Low-Regret Active learning Cenk Baykal Lucas Liebenwein Dan Feldman Daniela Rus UQCV 79 3 0 06 Apr 2021
Discrepancy-Based Active Learning for Domain Adaptation Antoine de Mathelin Francois Deheeger Mathilde Mougeot Nicolas Vayatis 102 24 0 05 Mar 2021
Active Learning to Classify Macromolecular Structures in situ for Less Supervision in Cryo-Electron Tomography Xuefeng Du Haohan Wang Zhenxi Zhu Xiangrui Zeng Yi-Wei Chang Jing Zhang Min Xu 35 11 0 24 Feb 2021
A Survey on Active Deep Learning: From Model-driven to Data-driven Peng Liu Lizhe Wang Guojin He Lei Zhao 85 14 0 25 Jan 2021
Active learning for object detection in high-resolution satellite images Alex Goupilleau Tugdual Ceillier M. Corbineau ObjD 28 8 0 07 Jan 2021
Active Deep Learning on Entity Resolution by Risk Sampling Youcef Nafa Qun Chen Zhaoqiang Chen Xingyu Lu Haiyang He Tianyi Duan Zhanhuai Li 80 17 0 23 Dec 2020
Deep Multi-Fidelity Active Learning of High-dimensional Outputs Shibo Li Robert M. Kirby Shandian Zhe AI4CE 57 28 0 02 Dec 2020
DEAL: Difficulty-aware Active Learning for Semantic Segmentation Shuai Xie Zunlei Feng Ying Chen Songtao Sun Chao Ma Xiuming Zhang VLM 169 51 0 17 Oct 2020
Active Domain Adaptation via Clustering Uncertainty-weighted Embeddings Viraj Prabhu Arjun Chandrasekaran Kate Saenko Judy Hoffman OOD 150 128 0 16 Oct 2020
Ask-n-Learn: Active Learning via Reliable Gradient Representations for Image Classification Bindya Venkatesh Jayaraman J. Thiagarajan 18 4 0 30 Sep 2020
A Survey of Deep Active Learning Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Brij B. Gupta Xiaojiang Chen Xin Wang 138 1,160 0 30 Aug 2020
A Survey of Active Learning for Text Classification using Deep Neural Networks Christopher Schröder A. Niekler 83 101 0 17 Aug 2020
Effective Version Space Reduction for Convolutional Neural Networks Jiayu Liu Ioannis Chiotellis Rudolph Triebel Daniel Cremers 19 2 0 22 Jun 2020
Discriminative Active Learning for Domain Adaptation Fan Zhou Changjian Shui Bincheng Huang Boyu Wang B. Chaib-draa OOD 74 25 0 24 May 2020
VirAAL: Virtual Adversarial Active Learning For NLU Grégory Senay Badr Youbi Idrissi Marine Haziza AAML 14 1 0 14 May 2020
Neural Networks Are More Productive Teachers Than Human Raters: Active Mixup for Data-Efficient Knowledge Distillation from a Blackbox Model Dongdong Wang Yandong Li Liqiang Wang Boqing Gong 76 49 0 31 Mar 2020
Diffusion-based Deep Active Learning D. Kushnir Luca Venturi 45 11 0 23 Mar 2020
Information Condensing Active Learning Siddhartha Jain Ge Liu David K Gifford VLM 77 2 0 18 Feb 2020
Towards Interpretable and Learnable Risk Analysis for Entity Resolution Zhaoqiang Chen Qun Chen Boyi Hou Tianyi Duan Zhanhuai Li Guoliang Li 96 22 0 06 Dec 2019
Deep Active Learning: Unified and Principled Method for Query and Training Changjian Shui Fan Zhou Christian Gagné Boyu Wang FedML 102 153 0 20 Nov 2019