← Learning Types
Machine Learning › Learning Types ›

Fairness

796 directly classified papers

Papers per year

Papers

Gender and Racial Stereotype Detection in Legal Opinion Word Embeddings AAAI 2022
Anatomizing Bias in Facial Analysis AAAI 2022
Deep Representation Debiasing via Mutual Information Minimization and Maximization (Student Abstract) AAAI 2022
Toward Annotator Group Bias in Crowdsourcing ACL 2022
Under the Morphosyntactic Lens: A Multifaceted Evaluation of Gender Bias in Speech Translation ACL 2022
Generating Biographies on Wikipedia: The Impact of Gender Bias on the Retrieval-Based Generation of Women Biographies ACL 2022
Assessing Multilingual Fairness in Pre-trained Multimodal Representations ACL 2022
Corpus Development of Kiswahili Speech Recognition Test and Evaluation sets, Preemptively Mitigating Demographic Bias Through Collaboration with Linguists ACL 2022
Mind the data gap(s): Investigating power in speech and language datasets ACL 2022
Behind the Mask: Demographic bias in name detection for PII masking ACL 2022
The (Undesired) Attenuation of Human Biases by Multilinguality EMNLP 2022
Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection EMNLP 2022
Handling and Presenting Harmful Text in NLP Research EMNLP 2022
How sensitive are translation systems to extra contexts? Mitigating gender bias in Neural Machine Translation models through relevant contexts. EMNLP 2022
Are Large Pre-Trained Language Models Leaking Your Personal Information? EMNLP 2022
No Word Embedding Model Is Perfect: Evaluating the Representation Accuracy for Social Bias in the Media EMNLP 2022
Mind Your Bias: A Critical Review of Bias Detection Methods for Contextual Language Models EMNLP 2022
What Do Compressed Multilingual Machine Translation Models Forget? EMNLP 2022
Controlling Bias Exposure for Fair Interpretable Predictions EMNLP 2022
Towards Robust NLG Bias Evaluation with Syntactically-diverse Prompts EMNLP 2022
Analyzing Gender Translation Errors to Identify Information Flows between the Encoder and Decoder of a NMT System EMNLP 2022
Towards Procedural Fairness: Uncovering Biases in How a Toxic Language Classifier Uses Sentiment Information EMNLP 2022
Balanced MSE for Imbalanced Visual Regression CVPR 2022
On Improving Resource Allocations by Sharing AAAI 2022
Individual Representation in Approval-Based Committee Voting AAAI 2022