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SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios

1 July 2021

Suraj Kothawade

Nathan Beck

Krishnateja Killamsetty

Rishabh K. Iyer

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Papers citing "SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios"

21 / 71 papers shown

Title
DIAGNOSE: Avoiding Out-of-distribution Data using Submodular Information Measures Suraj Kothawade Akshit Shrivastava V. Iyer Ganesh Ramakrishnan Rishabh K. Iyer 43 1 0 04 Oct 2022
CLINICAL: Targeted Active Learning for Imbalanced Medical Image Classification Suraj Kothawade Atharv Savarkar V. Iyer Lakshman Tamil Ganesh Ramakrishnan Rishabh K. Iyer 42 8 0 04 Oct 2022
Unifying Approaches in Active Learning and Active Sampling via Fisher Information and Information-Theoretic Quantities Andreas Kirsch Y. Gal FedML 88 23 0 01 Aug 2022
Pareto Optimization for Active Learning under Out-of-Distribution Data Scenarios Xueying Zhan Zeyu Dai Qingzhong Wang Qing Li Haoyi Xiong Dejing Dou Antoni B. Chan OODD 48 3 0 04 Jul 2022
Active Data Discovery: Mining Unknown Data using Submodular Information Measures Suraj Kothawade Shivang Chopra Saikat Ghosh Rishabh K. Iyer 66 4 0 17 Jun 2022
DeepCore: A Comprehensive Library for Coreset Selection in Deep Learning Chengcheng Guo B. Zhao Yanbing Bai OOD 139 143 0 18 Apr 2022
A Comparative Survey of Deep Active Learning Xueying Zhan Qingzhong Wang Kuan-Hao Huang Haoyi Xiong Dejing Dou Antoni B. Chan FedML HAI 129 112 0 25 Mar 2022
Representative Subset Selection for Efficient Fine-Tuning in Self-Supervised Speech Recognition Abdul Hameed Azeemi I. Qazi Agha Ali Raza 101 2 0 18 Mar 2022
BASIL: Balanced Active Semi-supervised Learning for Class Imbalanced Datasets Suraj Kothawade P. Reddy Ganesh Ramakrishnan Rishabh K. Iyer 24 0 0 10 Mar 2022
Learning Neural Set Functions Under the Optimal Subset Oracle Zijing Ou Tingyang Xu Qinliang Su Yingzhen Li P. Zhao Yatao Bian BDL 41 10 0 03 Mar 2022
Fast Rates in Pool-Based Batch Active Learning Claudio Gentile Zhilei Wang Tong Zhang 73 16 0 11 Feb 2022
Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery Quan Nguyen Roman Garnett 64 5 0 08 Feb 2022
GALAXY: Graph-based Active Learning at the Extreme Jifan Zhang Julian Katz-Samuels Robert D. Nowak 72 32 0 03 Feb 2022
PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information Changbin Li Suraj Kothawade F. Chen Rishabh K. Iyer 68 4 0 30 Jan 2022
Optimal Data Selection: An Online Distributed View Mariel A. Werner Anastasios Nikolas Angelopoulos Stephen Bates Michael I. Jordan 25 1 0 25 Jan 2022
Scalable Batch-Mode Deep Bayesian Active Learning via Equivalence Class Annealing Renyu Zhang Aly A. Khan Robert L. Grossman Yuxin Chen BDL 49 2 0 27 Dec 2021
TALISMAN: Targeted Active Learning for Object Detection with Rare Classes and Slices using Submodular Mutual Information Suraj Kothawade Saikat Ghosh Sumit Shekhar Yu Xiang Rishabh K. Iyer 66 28 0 30 Nov 2021
DITTO: Data-efficient and Fair Targeted Subset Selection for ASR Accent Adaptation Suraj Kothawade Anmol Reddy Mekala D. ChandraSekhara Mayank Kothyari Rishabh K. Iyer Ganesh Ramakrishnan Preethi Jyothi 62 5 0 10 Oct 2021
Test Distribution-Aware Active Learning: A Principled Approach Against Distribution Shift and Outliers Andreas Kirsch Tom Rainforth Y. Gal OOD TTA 74 22 0 22 Jun 2021
Active Learning in Bayesian Neural Networks with Balanced Entropy Learning Principle J. Woo 108 11 0 30 May 2021
Less is more: Selecting informative and diverse subsets with balancing constraints Srikumar Ramalingam Daniel Glasner Kaushal Patel R. Vemulapalli Sadeep Jayasumana Sanjiv Kumar 58 6 0 26 Apr 2021