SIMILAR: Submodular Information Measures Based Active Learning In
Realistic Scenarios

SIMILAR: Submodular Information Measures Based Active Learning In Realistic Scenarios

1 July 2021

Suraj Kothawade

Krishnateja Killamsetty

Rishabh K. Iyer

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

19 / 69 papers shown

Title
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 11 3 0 04 Jul 2022
Active Data Discovery: Mining Unknown Data using Submodular Information Measures Suraj Kothawade Shivang Chopra Saikat Ghosh Rishabh K. Iyer 11 4 0 17 Jun 2022
DeepCore: A Comprehensive Library for Coreset Selection in Deep Learning Chengcheng Guo B. Zhao Yanbing Bai OOD 39 132 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 24 105 0 25 Mar 2022
Representative Subset Selection for Efficient Fine-Tuning in Self-Supervised Speech Recognition Abdul Hameed Azeemi I. Qazi Agha Ali Raza 34 0 0 18 Mar 2022
BASIL: Balanced Active Semi-supervised Learning for Class Imbalanced Datasets Suraj Kothawade P. Reddy Ganesh Ramakrishnan Rishabh K. Iyer 6 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 18 9 0 03 Mar 2022
Fast Rates in Pool-Based Batch Active Learning Claudio Gentile Zhilei Wang Tong Zhang 24 14 0 11 Feb 2022
Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery Quan Nguyen Roman Garnett 12 5 0 08 Feb 2022
GALAXY: Graph-based Active Learning at the Extreme Jifan Zhang Julian Katz-Samuels Robert D. Nowak 24 31 0 03 Feb 2022
PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information Changbin Li Suraj Kothawade F. Chen Rishabh K. Iyer 34 4 0 30 Jan 2022
Optimal Data Selection: An Online Distributed View Mariel A. Werner Anastasios Nikolas Angelopoulos Stephen Bates Michael I. Jordan 12 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 21 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 33 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 P. Jyothi 25 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 39 22 0 22 Jun 2021
Active Learning in Bayesian Neural Networks with Balanced Entropy Learning Principle J. Woo 42 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 13 6 0 26 Apr 2021
Determinantal point processes for machine learning Alex Kulesza B. Taskar 162 1,123 0 25 Jul 2012