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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
Fairness-Aware Demand Prediction for New Mobility
AAAI 2020
Probabilistic Fair Clustering
NIPS 2020
Sample Complexity of Uniform Convergence for Multicalibration
NIPS 2020
Fairness in Streaming Submodular Maximization: Algorithms and Hardness
NIPS 2020
Group-Fair Online Allocation in Continuous Time
NIPS 2020
KFC: A Scalable Approximation Algorithm for $k$−center Fair Clustering
NIPS 2020
A Fair Classifier Using Kernel Density Estimation
NIPS 2020
Probably Approximately Correct Constrained Learning
NIPS 2020
Fair Multiple Decision Making Through Soft Interventions
NIPS 2020
Ensuring Fairness Beyond the Training Data
NIPS 2020
How do fair decisions fare in long-term qualification?
NIPS 2020
Security Analysis of Safe and Seldonian Reinforcement Learning Algorithms
NIPS 2020
Learning Certified Individually Fair Representations
NIPS 2020
Incorporating Interpretable Output Constraints in Bayesian Neural Networks
NIPS 2020
Exploiting MMD and Sinkhorn Divergences for Fair and Transferable Representation Learning
NIPS 2020
Learning from Failure: De-biasing Classifier from Biased Classifier
NIPS 2020
The State and Fate of Linguistic Diversity and Inclusion in the NLP World
ACL 2020
Intra-Processing Methods for Debiasing Neural Networks
NIPS 2020
“You are grounded!”: Latent Name Artifacts in Pre-trained Language Models
EMNLP 2020
Fair regression via plug-in estimator and recalibration with statistical guarantees
NIPS 2020
Identifying and Correcting Label Bias in Machine Learning
AISTATS 2020
Robust Recursive Partitioning for Heterogeneous Treatment Effects with Uncertainty Quantification
NIPS 2020
Balancing the Tradeoff between Profit and Fairness in Rideshare Platforms during High-Demand Hours
AAAI 2020
WEFE: The Word Embeddings Fairness Evaluation Framework
IJCAI 2020
Impact of Politically Biased Data on Hate Speech Classification
EMNLP 2020
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