Discriminative Active Learning

15 July 2019

Papers citing "Discriminative Active Learning"

50 / 107 papers shown

Title
Large Language Models are Demonstration Pre-Selectors for Themselves Jiarui Jin Yuwei Wu Haoxuan Li Xiaoting He Weinan Zhang Y. Yang Yong Yu Jun Wang Mengyue Yang 57 0 0 06 Jun 2025
SELECT: A Submodular Approach for Active LiDAR Semantic Segmentation Ruiyu Mao Sarthak Kumar Maharana Xulong Tang Yunhui Guo 3DPC 86 0 0 06 May 2025
Image Classification with Deep Reinforcement Active Learning Mingyuan Jiu Xuguang Song H. Sahbi Shupan Li Yan Chen Wei Guo Lihua Guo Mingliang Xu VLM 56 1 0 31 Dec 2024
Targeting Negative Flips in Active Learning using Validation Sets Ryan Benkert Mohit Prabhushankar Ghassan AlRegib AAML 83 0 0 16 Nov 2024
A Practical Guide to Fine-tuning Language Models with Limited Data Márton Szép Daniel Rueckert Rüdiger von Eisenhart-Rothe Florian Hinterwimmer SyDa ALM 130 2 0 14 Nov 2024
ALVIN: Active Learning Via INterpolation Michalis Korakakis Andreas Vlachos Adrian Weller 98 0 0 11 Oct 2024
AHA: Human-Assisted Out-of-Distribution Generalization and Detection Haoyue Bai Jifan Zhang Robert Nowak 139 7 0 10 Oct 2024
STONE: A Submodular Optimization Framework for Active 3D Object Detection Ruiyu Mao Sarthak Kumar Maharana Rishabh K Iyer Yunhui Guo 3DPC 59 1 0 04 Oct 2024
A Scalable Algorithm for Active Learning Youguang Chen Zheyu Wen George Biros 39 0 0 11 Sep 2024
Active Learning for Identifying Disaster-Related Tweets: A Comparison with Keyword Filtering and Generic Fine-Tuning David Hanny Sebastian Schmidt Bernd Resch 51 2 0 19 Aug 2024
DCoM: Active Learning for All Learners Inbal Mishal D. Weinshall VLM 51 1 0 01 Jul 2024
Not All Preference Pairs Are Created Equal: A Recipe for Annotation-Efficient Iterative Preference Learning Sen Yang Leyang Cui Deng Cai Xinting Huang Shuming Shi Wai Lam 78 9 0 25 Jun 2024
Effective Data Selection for Seismic Interpretation through Disagreement Ryan Benkert Mohit Prabhushankar Ghassan AlRegib 65 2 0 01 Jun 2024
Test-Time Training on Graphs with Large Language Models (LLMs) Jiaxin Zhang Yiqi Wang Xihong Yang Siwei Wang Yu Feng Yu Shi Ruicaho Ren En Zhu Xinwang Liu 91 3 0 21 Apr 2024
On the Fragility of Active Learners for Text Classification Abhishek Ghose Emma Nguyen 111 2 0 23 Mar 2024
STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models Linhai Zhang Jialong Wu Deyu Zhou Guoqiang Xu 98 5 0 02 Mar 2024
Towards Efficient Active Learning in NLP via Pretrained Representations Artem Vysogorets Achintya Gopal 64 0 0 23 Feb 2024
Composite Active Learning: Towards Multi-Domain Active Learning with Theoretical Guarantees Guang-Yuan Hao Hengguan Huang Haotian Wang Jie Gao Hao Wang OOD 93 1 0 03 Feb 2024
Synthetic Information towards Maximum Posterior Ratio for deep learning on Imbalanced Data Hung Nguyen Morris Chang SyDa 61 1 0 05 Jan 2024
The Efficiency Spectrum of Large Language Models: An Algorithmic Survey Tianyu Ding Tianyi Chen Haidong Zhu Jiachen Jiang Yiqi Zhong Jinxin Zhou Guangzhi Wang Zhihui Zhu Ilya Zharkov Luming Liang 121 24 0 01 Dec 2023
ACTOR: Active Learning with Annotator-specific Classification Heads to Embrace Human Label Variation Xinpeng Wang Barbara Plank 70 7 0 23 Oct 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 128 31 0 22 Oct 2023
Multi-Resolution Active Learning of Fourier Neural Operators Shibo Li Xin Yu Wei W. Xing Mike Kirby Akil Narayan Shandian Zhe AI4CE 112 8 0 29 Sep 2023
Learning Objective-Specific Active Learning Strategies with Attentive Neural Processes Tim Bakker H. V. Hoof Max Welling 79 2 0 11 Sep 2023
Mining of Single-Class by Active Learning for Semantic Segmentation Hugues Lambert E. Slade CLL VLM 60 0 0 18 Jul 2023
REAL: A Representative Error-Driven Approach for Active Learning Cheng Chen Yong Wang Lizi Liao Yueguo Chen Xiaoyong Du 116 2 0 03 Jul 2023
Taming Small-sample Bias in Low-budget Active Learning Linxin Song Jieyu Zhang Xiaotian Lu Dinesh Manocha AI4CE 80 0 0 19 Jun 2023
Training-Free Neural Active Learning with Initialization-Robustness Guarantees Apivich Hemachandra Zhongxiang Dai Jasraj Singh See-Kiong Ng K. H. Low AAML 87 7 0 07 Jun 2023
How to Select Which Active Learning Strategy is Best Suited for Your Specific Problem and Budget Guy Hacohen D. Weinshall 107 9 0 06 Jun 2023
Query Complexity of Active Learning for Function Family With Nearly Orthogonal Basis Xiangyi Chen Zhao Song Baochen Sun Junze Yin Danyang Zhuo 88 3 0 06 Jun 2023
Active Learning for Natural Language Generation Yotam Perlitz Ariel Gera Michal Shmueli-Scheuer D. Sheinwald Noam Slonim L. Ein-Dor 94 3 0 24 May 2023
Parameter-Efficient Language Model Tuning with Active Learning in Low-Resource Settings Josip Jukić Jan vSnajder 86 4 0 23 May 2023
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 82 11 0 21 May 2023
Has It All Been Solved? Open NLP Research Questions Not Solved by Large Language Models Oana Ignat Zhijing Jin Artem Abzaliev Laura Biester Santiago Castro ... Verónica Pérez-Rosas Siqi Shen Zekun Wang Winston Wu Rada Mihalcea LRM 139 6 0 21 May 2023
Actively Discovering New Slots for Task-oriented Conversation Yuxia Wu Tianhao Dai Zhedong Zheng Lizi Liao 65 1 0 06 May 2023
Transfer and Active Learning for Dissonance Detection: Addressing the Rare-Class Challenge Vasudha Varadarajan Swanie Juhng Syeda Mahwish Xiaoran Liu Jonah Luby C. Luhmann H. Andrew Schwartz 86 3 0 03 May 2023
Streaming Active Learning with Deep Neural Networks Akanksha Saran Safoora Yousefi A. Krishnamurthy John Langford Jordan T. Ash 72 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 95 9 0 16 Feb 2023
Algorithm Selection for Deep Active Learning with Imbalanced Datasets Jifan Zhang Shuai Shao Saurabh Verma Robert D. Nowak 112 21 0 14 Feb 2023
Investigating Multi-source Active Learning for Natural Language Inference Ard Snijders Douwe Kiela Katerina Margatina 77 7 0 14 Feb 2023
Forgetful Active Learning with Switch Events: Efficient Sampling for Out-of-Distribution Data Ryan Benkert Mohit Prabhushankar Ghassan AlRegib OODD OOD 76 9 0 12 Jan 2023
Active Learning Guided by Efficient Surrogate Learners Yunpyo An Suyeong Park K. Kim 58 1 0 07 Jan 2023
Deep Active Learning Using Barlow Twins J. Mandivarapu Blake Camp Rolando Estrada SSL 58 0 0 30 Dec 2022
Smooth Sailing: Improving Active Learning for Pre-trained Language Models with Representation Smoothness Analysis Josip Jukić Jan Snajder 78 5 0 20 Dec 2022
Margin-based sampling in high dimensions: When being active is less efficient than staying passive A. Tifrea Jacob Clarysse Fanny Yang 59 5 0 01 Dec 2022
Deep Active Learning for Computer Vision: Past and Future Rinyoichi Takezoe Xu Liu Shunan Mao Marco Tianyu Chen Zhanpeng Feng Shiliang Zhang Xiaoyu Wang VLM 94 21 0 27 Nov 2022
An Efficient Active Learning Pipeline for Legal Text Classification Sepideh Mamooler R. Lebret Stéphane Massonnet Karl Aberer AILaw 60 4 0 15 Nov 2022
Neural Active Learning on Heteroskedastic Distributions Savya Khosla Chew Kin Whye Jordan T. Ash Cyril Zhang Kenji Kawaguchi Alex Lamb 39 2 0 02 Nov 2022
Radically Lower Data-Labeling Costs for Visually Rich Document Extraction Models Yichao Zhou James Bradley Wendt Navneet Potti Jing Xie Sandeep Tata VLM 57 1 0 28 Oct 2022
Uncertainty Sentence Sampling by Virtual Adversarial Perturbation Han Zhang Zhen Zhang Hongfei Jiang Yang Song 40 0 0 26 Oct 2022