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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
Implications of Distance over Redistricting Maps: Central and Outlier Maps
AAAI 2024
Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces
AAAI 2024
Fuse to Forget: Bias Reduction and Selective Memorization through Model Fusion
EMNLP 2024
Finding Spoken Identifications: Using GPT-4 Annotation for an Efficient and Fast Dataset Creation Pipeline
COLING 2024
Predicate Debiasing in Vision-Language Models Integration for Scene Graph Generation Enhancement
EMNLP 2024
FedGCR: Achieving Performance and Fairness for Federated Learning with Distinct Client Types via Group Customization and Reweighting
AAAI 2024
FairTrade: Achieving Pareto-Optimal Trade-Offs between Balanced Accuracy and Fairness in Federated Learning
AAAI 2024
Oddballs and Misfits: Detecting Implicit Abuse in Which Identity Groups are Depicted as Deviating from the Norm
EMNLP 2024
Monitoring Hate Speech in Indonesia: An NLP-based Classification of Social Media Texts
EMNLP 2024
No Prejudice! Fair Federated Graph Neural Networks for Personalized Recommendation
AAAI 2024
Analyzing Effects of Learning Downstream Tasks on Moral Bias in Large Language Models
COLING 2024
Intelligent Calibration for Bias Reduction in Sentiment Corpora Annotation Process
AAAI 2024
Proportional Fairness in Non-Centroid Clustering
NIPS 2024
Eliciting Honest Information from Authors Using Sequential Review
AAAI 2024
Greedy-Based Online Fair Allocation with Adversarial Input: Enabling Best-of-Many-Worlds Guarantees
AAAI 2024
An Empirical Study on the Characteristics of Bias upon Context Length Variation for Bangla
ACL 2024
Toxicity Detection for Free
NIPS 2024
Artificial Intelligence in the CS2023 Undergraduate Computer Science Curriculum: Rationale and Challenges
AAAI 2024
Think Twice: Measuring the Efficiency of Eliminating Prediction Shortcuts of Question Answering Models
EACL 2024
Unintended Bias Detection and Mitigation in Misogynous Memes
EACL 2024
UnMASKed: Quantifying Gender Biases in Masked Language Models through Linguistically Informed Job Market Prompts
EACL 2024
On Mitigating Performance Disparities in Multilingual Speech Recognition
EMNLP 2024
Certifying Fairness of Probabilistic Circuits
AAAI 2023
Online Platforms and the Fair Exposure Problem under Homophily
AAAI 2023
Towards Societal Impact of AI
AAAI 2023
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