conftrace_
← Application Areas
Machine Learning › Application Areas ›

Fairness

3,511 papers

Papers per year

251
692
'20
'25

Papers

Metric-Fair Active Learning ICML 2022
A Multifaceted Framework to Evaluate Evasion, Content Preservation, and Misattribution in Authorship Obfuscation Techniques EMNLP 2022
BERTScore is Unfair: On Social Bias in Language Model-Based Metrics for Text Generation EMNLP 2022
Easy Adaptation to Mitigate Gender Bias in Multilingual Text Classification NAACL 2022
De-Bias for Generative Extraction in Unified NER Task ACL 2022
Can Prompt Probe Pretrained Language Models? Understanding the Invisible Risks from a Causal View ACL 2022
EqGNN: Equalized Node Opportunity in Graphs AAAI 2022
Suum Cuique: Studying Bias in Taboo Detection with a Community Perspective ACL 2022
Does Representational Fairness Imply Empirical Fairness? AACL 2022
A Study on the Distribution of Social Biases in Self-Supervised Learning Visual Models CVPR 2022
Ethics consideration sections in natural language processing papers EMNLP 2022
Using Natural Sentence Prompts for Understanding Biases in Language Models NAACL 2022
On Feature Learning in the Presence of Spurious Correlations NIPS 2022
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing ACL 2022
VLStereoSet: A Study of Stereotypical Bias in Pre-trained Vision-Language Models AACL 2022
Features or Spurious Artifacts? Data-centric Baselines for Fair and Robust Hate Speech Detection NAACL 2022
DebiasGAN: Eliminating Position Bias in News Recommendation with Adversarial Learning EMNLP 2022
On the Tradeoff Between Robustness and Fairness NIPS 2022
Occupational Biases in Norwegian and Multilingual Language Models NAACL 2022
ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection ACL 2022
Measuring and Mitigating Name Biases in Neural Machine Translation ACL 2022
CrossWalk: Fairness-Enhanced Node Representation Learning AAAI 2022
Strategyproof Mechanisms for Group-Fair Facility Location Problems IJCAI 2022
Towards Return Parity in Markov Decision Processes AISTATS 2022
Investigations of Performance and Bias in Human-AI Teamwork in Hiring AAAI 2022