Bias Elimination in Training Data

A Decade’s Battle on Dataset Bias: Are We There Yet?

Authors: Zhuang Liu, Kaiming He | Published: 2024-03-13 | Updated: 2025-03-03
Data Curation
Bias Elimination in Training Data
Deep Learning
2024.03.13 2025.05.27
Literature Database

Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP

Authors: Thao Nguyen, Gabriel Ilharco, Mitchell Wortsman, Sewoong Oh, Ludwig Schmidt | Published: 2022-08-10 | Updated: 2023-02-01
Data Generation Method
Bias Elimination in Training Data
Deep Learning
2022.08.10 2025.05.28
Literature Database

MSeg: A Composite Dataset for Multi-domain Semantic Segmentation

Authors: John Lambert, Zhuang Liu, Ozan Sener, James Hays, Vladlen Koltun | Published: 2021-12-27
Dataset Integration
Human-in-the-Loop
Bias Elimination in Training Data
2021.12.27 2025.05.28
Literature Database

Identifying Statistical Bias in Dataset Replication

Authors: Logan Engstrom, Andrew Ilyas, Shibani Santurkar, Dimitris Tsipras, Jacob Steinhardt, Aleksander Madry | Published: 2020-05-19 | Updated: 2020-09-02
Data Curation
Data Generation Method
Bias Elimination in Training Data
2020.05.19 2025.05.28
Literature Database

Algorithmic Bias in Recidivism Prediction: A Causal Perspective

Authors: Aria Khademi, Vasant Honavar | Published: 2019-11-24
Algorithm
Bias Elimination in Training Data
Bias in Training Data
2019.11.24 2025.05.28
Literature Database

No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World

Authors: Shreya Shankar, Yoni Halpern, Eric Breck, James Atwood, Jimbo Wilson, D. Sculley | Published: 2017-11-22
Data Generation
Bias Elimination in Training Data
Bias in Training Data
2017.11.22 2025.05.28
Literature Database