Deep Active Learning over the Long Tail

2 November 2017

Papers citing "Deep Active Learning over the Long Tail"

36 / 36 papers shown

Title
Active Learning for Multi-class Image Classification Thien Nhan Vo 23 0 0 11 May 2025
Deep Active Learning in the Open World Tian Xie Jifan Zhang Haoyue Bai R. Nowak VLM 229 1 0 10 Nov 2024
Active Learning for Neural PDE Solvers Daniel Musekamp Marimuthu Kalimuthu David Holzmüller Makoto Takamoto Carlos Fernandez AI4CE 65 4 0 02 Aug 2024
Effective Data Selection for Seismic Interpretation through Disagreement Ryan Benkert Mohit Prabhushankar Ghassan AlRegib 45 2 0 01 Jun 2024
Active Few-Shot Fine-Tuning Jonas Hübotter Bhavya Sukhija Lenart Treven Yarden As Andreas Krause 48 1 0 13 Feb 2024
An Experimental Design Framework for Label-Efficient Supervised Finetuning of Large Language Models Gantavya Bhatt Yifang Chen Arnav M. Das Jifan Zhang Sang T. Truong ... Jeff Bilmes S. Du Kevin G. Jamieson Jordan T. Ash Robert D. Nowak 51 14 0 12 Jan 2024
FOCAL: A Cost-Aware Video Dataset for Active Learning Kiran Kokilepersaud Yash-yee Logan Ryan Benkert Chen Zhou Mohit Prabhushankar Ghassan AlRegib Enrique Corona Kunjan Singh Mostafa Parchami 34 4 0 17 Nov 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 36 11 0 21 May 2023
Streaming Active Learning with Deep Neural Networks Akanksha Saran Safoora Yousefi A. Krishnamurthy John Langford Jordan T. Ash 45 15 0 05 Mar 2023
Gaussian Switch Sampling: A Second Order Approach to Active Learning Ryan Benkert Mohit Prabhushankar Ghassan Al-Regib Armin Pacharmi E. Corona AAML 38 9 0 16 Feb 2023
Algorithm Selection for Deep Active Learning with Imbalanced Datasets Jifan Zhang Shuai Shao Saurabh Verma Robert D. Nowak 31 20 0 14 Feb 2023
Deep Active Learning Using Barlow Twins J. Mandivarapu Blake Camp Rolando Estrada SSL 27 0 0 30 Dec 2022
Uncertainty Sentence Sampling by Virtual Adversarial Perturbation Han Zhang Zhen Zhang Hongfei Jiang Yang Song 28 0 0 26 Oct 2022
Batch Multi-Fidelity Active Learning with Budget Constraints Shibo Li J. M. Phillips Xin Yu Robert M. Kirby Shandian Zhe 101 15 0 23 Oct 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
Two-Stage Fine-Tuning: A Novel Strategy for Learning Class-Imbalanced Data Taha ValizadehAslani Yiwen Shi Jing Wang Ping Ren Yi Zhang Meng Hu Lianggong Zhao Hualou Liang 39 7 0 22 Jul 2022
ALLSH: Active Learning Guided by Local Sensitivity and Hardness Shujian Zhang Chengyue Gong Xingchao Liu Pengcheng He Weizhu Chen Mingyuan Zhou 27 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 26 105 0 25 Mar 2022
GALAXY: Graph-based Active Learning at the Extreme Jifan Zhang Julian Katz-Samuels Robert D. Nowak 32 31 0 03 Feb 2022
Federated Active Learning (F-AL): an Efficient Annotation Strategy for Federated Learning J. Ahn Yeeun Ma Seoyun Park Cheolwoo You FedML 47 22 0 01 Feb 2022
Cartography Active Learning Mike Zhang Barbara Plank 27 37 0 09 Sep 2021
Gone Fishing: Neural Active Learning with Fisher Embeddings Jordan T. Ash Surbhi Goel A. Krishnamurthy Sham Kakade 35 86 0 17 Jun 2021
Low-Regret Active learning Cenk Baykal Lucas Liebenwein Dan Feldman Daniela Rus UQCV 41 3 0 06 Apr 2021
FLANNEL: Focal Loss Based Neural Network Ensemble for COVID-19 Detection Zhi Qiao Austin Bae Lucas Glass Cao Xiao Jimeng Sun 39 30 0 30 Oct 2020
Active Domain Adaptation via Clustering Uncertainty-weighted Embeddings Viraj Prabhu Arjun Chandrasekaran Kate Saenko Judy Hoffman OOD 106 124 0 16 Oct 2020
PCPL: Predicate-Correlation Perception Learning for Unbiased Scene Graph Generation Shaotian Yan Chen Shen Zhongming Jin Jianqiang Huang Rongxin Jiang Yao-wu Chen Xiansheng Hua 34 131 0 02 Sep 2020
Feature Space Augmentation for Long-Tailed Data Peng Chu Xiao Bian Shaopeng Liu Haibin Ling 41 238 0 09 Aug 2020
AraDIC: Arabic Document Classification using Image-Based Character Embeddings and Class-Balanced Loss Mahmoud Daif Shunsuke Kitada Hitoshi Iyatomi VLM 25 3 0 20 Jun 2020
Active Learning for Entity Alignment M. Berrendorf Evgeniy Faerman Volker Tresp 27 17 0 24 Jan 2020
Active Learning for Deep Detection Neural Networks H. H. Aghdam Abel Gonzalez-Garcia Joost van de Weijer Antonio M. López VLM ObjD 39 138 0 20 Nov 2019
Rethinking deep active learning: Using unlabeled data at model training Oriane Siméoni Mateusz Budnik Yannis Avrithis G. Gravier HAI 30 79 0 19 Nov 2019
SelectiveNet: A Deep Neural Network with an Integrated Reject Option Yonatan Geifman Ran El-Yaniv CVBM OOD 24 305 0 26 Jan 2019
Class-Balanced Loss Based on Effective Number of Samples Huayu Chen Menglin Jia Nayeon Lee Yang Song Serge J. Belongie 97 2,233 0 16 Jan 2019
Active Learning with TensorBoard Projector F. Luus Naweed Khan I. Akhalwaya 24 13 0 03 Jan 2019
Deep Anomaly Detection Using Geometric Transformations I. Golan Ran El-Yaniv 42 601 0 28 May 2018