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AnchorAL: Computationally Efficient Active Learning for Large and Imbalanced Datasets

8 April 2024

Papers citing "AnchorAL: Computationally Efficient Active Learning for Large and Imbalanced Datasets"

28 / 28 papers shown

Title
On the Limitations of Simulating Active Learning Katerina Margatina Nikolaos Aletras 82 11 0 21 May 2023
Bag of Tricks for In-Distribution Calibration of Pretrained Transformers Jaeyoung Kim Dongbin Na Sungchul Choi Sungbin Lim VLM 74 5 0 13 Feb 2023
Whose Language Counts as High Quality? Measuring Language Ideologies in Text Data Selection Suchin Gururangan Dallas Card Sarah K. Drier E. K. Gade Leroy Z. Wang Zeyu Wang Luke Zettlemoyer Noah A. Smith 259 81 0 25 Jan 2022
Influence-Balanced Loss for Imbalanced Visual Classification Seulki Park Jongin Lim Younghan Jeon J. Choi CVBM 128 136 0 06 Oct 2021
Active Learning by Acquiring Contrastive Examples Katerina Margatina Giorgos Vernikos Loïc Barrault Nikolaos Aletras 83 193 0 08 Sep 2021
Batch Active Learning at Scale Gui Citovsky Giulia DeSalvo Claudio Gentile Lazaros Karydas Anand Rajagopalan Afshin Rostamizadeh Sanjiv Kumar 64 156 0 29 Jul 2021
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 360 636 0 14 Jul 2021
Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers Christopher Schröder A. Niekler Martin Potthast 65 81 0 12 Jul 2021
SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios Suraj Kothawade Nathan Beck Krishnateja Killamsetty Rishabh K. Iyer 55 106 0 01 Jul 2021
On the Importance of Effectively Adapting Pretrained Language Models for Active Learning Katerina Margatina Loïc Barrault Nikolaos Aletras 60 38 0 16 Apr 2021
Fine-tuning BERT for Low-Resource Natural Language Understanding via Active Learning Daniel Grießhaber J. Maucher Ngoc Thang Vu 72 46 0 04 Dec 2020
Cold-start Active Learning through Self-supervised Language Modeling Michelle Yuan Hsuan-Tien Lin Jordan L. Boyd-Graber 186 184 0 19 Oct 2020
Array Programming with NumPy Charles R. Harris K. Millman S. Walt R. Gommers Pauli Virtanen ... Tyler Reddy Warren Weckesser Hameer Abbasi C. Gohlke T. Oliphant 156 15,026 0 18 Jun 2020
MPNet: Masked and Permuted Pre-training for Language Understanding Kaitao Song Xu Tan Tao Qin Jianfeng Lu Tie-Yan Liu 109 1,138 0 20 Apr 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 556 42,639 0 03 Dec 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 495 20,342 0 23 Oct 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 373 6,469 0 26 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,316 0 27 Aug 2019
Bayesian Batch Active Learning as Sparse Subset Approximation Robert Pinsler Jonathan Gordon Eric T. Nalisnick José Miguel Hernández-Lobato UQCV 47 132 0 06 Aug 2019
BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning Andreas Kirsch Joost R. van Amersfoort Y. Gal FedML 89 629 0 19 Jun 2019
Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds Jordan T. Ash Chicheng Zhang A. Krishnamurthy John Langford Alekh Agarwal BDL UQCV 105 777 0 09 Jun 2019
Learning Loss for Active Learning Donggeun Yoo In So Kweon UQCV 85 663 0 09 May 2019
Adversarial Sampling for Active Learning Christoph Mayer Radu Timofte GAN 131 117 0 20 Aug 2018
A Closer Look at Memorization in Deep Networks Devansh Arpit Stanislaw Jastrzebski Nicolas Ballas David M. Krueger Emmanuel Bengio ... Tegan Maharaj Asja Fischer Aaron Courville Yoshua Bengio Simon Lacoste-Julien TDI 131 1,829 0 16 Jun 2017
Billion-scale similarity search with GPUs Jeff Johnson Matthijs Douze Hervé Jégou 257 3,741 0 28 Feb 2017
Bayesian Optimal Active Search and Surveying Roman Garnett Yamuna Krishnamurthy Xuehan Xiong J. Schneider R. Mann 66 115 0 27 Jun 2012
SMOTE: Synthetic Minority Over-sampling Technique Nitesh Chawla Kevin W. Bowyer Lawrence Hall W. Kegelmeyer AI4TS 388 25,747 0 09 Jun 2011
Rates of convergence in active learning Steve Hanneke 135 154 0 09 Mar 2011