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Machine Learning
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Fairness
3337 directly classified papers
Papers per year
2011: 1
2013: 3
2014: 2
2016: 6
2017: 30
2018: 65
2019: 182
2020: 239
2021: 373
2022: 456
2023: 533
2024: 648
2025: 644
2026: 155
Papers
Debiasing Multimodal Models via Causal Information Minimization
EMNLP 2023
Towards Conceptualization of “Fair Explanation”: Disparate Impacts of anti-Asian Hate Speech Explanations on Content Moderators
EMNLP 2023
BiasX: “Thinking Slow” in Toxic Content Moderation with Explanations of Implied Social Biases
EMNLP 2023
“Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters
EMNLP 2023
Log-linear Guardedness and its Implications
ACL 2023
Multicalibration as Boosting for Regression
ICML 2023
Fairness in Streaming Submodular Maximization over a Matroid Constraint
ICML 2023
FORK: A Bite-Sized Test Set for Probing Culinary Cultural Biases in Commonsense Reasoning Models
ACL 2023
I2C-Huelva at SemEval-2023 Task 10: Ensembling Transformers Models for the Detection of Online Sexism
ACL 2023
Cross-Modal Attribute Insertions for Assessing the Robustness of Vision-and-Language Learning
ACL 2023
Fairness in Matching under Uncertainty
ICML 2023
A Crowd-AI Collaborative Duo Relational Graph Learning Framework towards Social Impact Aware Photo Classification
AAAI 2023
Model Transferability with Responsive Decision Subjects
ICML 2023
Sampling bias in NLU models: Impact and Mitigation
INTERSPEECH 2023
People Taking Photos That Faces Never Share: Privacy Protection and Fairness Enhancement from Camera to User
AAAI 2023
Popularizing Fairness: Group Fairness and Individual Welfare
AAAI 2023
FairFed: Enabling Group Fairness in Federated Learning
AAAI 2023
GlobalBench: A Benchmark for Global Progress in Natural Language Processing
EMNLP 2023
Individually Fair Learning with One-Sided Feedback
ICML 2023
MIL-Decoding: Detoxifying Language Models at Token-Level via Multiple Instance Learning
ACL 2023
Counterfactual Fairness Is Basically Demographic Parity
AAAI 2023
Equity Promotion in Public Transportation
AAAI 2023
Fairness in Contextual Resource Allocation Systems: Metrics and Incompatibility Results
AAAI 2023
Advances in AI for Safety, Equity, and Well-Being on Web and Social Media: Detection, Robustness, Attribution, and Mitigation
AAAI 2023
Fair, Polylog-Approximate Low-Cost Hierarchical Clustering
NIPS 2023
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