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Fairness

3,511 papers

Papers per year

251
692
'20
'25

Papers

Bias in Evaluation Processes: An Optimization-Based Model NIPS 2023
A Unifying Perspective on Multi-Calibration: Game Dynamics for Multi-Objective Learning NIPS 2023
Rethinking Bias Mitigation: Fairer Architectures Make for Fairer Face Recognition NIPS 2023
DIFFER:Decomposing Individual Reward for Fair Experience Replay in Multi-Agent Reinforcement Learning NIPS 2023
On the Robustness of Removal-Based Feature Attributions NIPS 2023
Fair Graph Distillation NIPS 2023
Searching for Fairer Machine Learning Ensembles AUTOML 2023
Data-Efficient Image Quality Assessment with Attention-Panel Decoder AAAI 2023
Fair Generative Models via Transfer Learning AAAI 2023
Learning to Generate an Unbiased Scene Graph by Using Attribute-Guided Predicate Features AAAI 2023
Combating Unknown Bias with Effective Bias-Conflicting Scoring and Gradient Alignment AAAI 2023
Eliminating the Impossible, Whatever Remains Must Be True: On Extracting and Applying Background Knowledge in the Context of Formal Explanations AAAI 2023
On Generalized Degree Fairness in Graph Neural Networks AAAI 2023
Fair Representation Learning for Recommendation: A Mutual Information Perspective AAAI 2023
Fairness Concepts for Indivisible Items with Externalities AAAI 2023
Finding Fair Allocations under Budget Constraints AAAI 2023
Proportionality in Approval-Based Participatory Budgeting AAAI 2023
Fair Division with Prioritized Agents AAAI 2023
Rawlsian Fairness in Online Bipartite Matching: Two-Sided, Group, and Individual AAAI 2023
Class Fairness in Online Matching AAAI 2023
Probably Approximate Shapley Fairness with Applications in Machine Learning AAAI 2023
The Perils of Trial-and-Error Reward Design: Misdesign through Overfitting and Invalid Task Specifications AAAI 2023
Local Justice and Machine Learning: Modeling and Inferring Dynamic Ethical Preferences toward Allocations AAAI 2023
Moral Machine or Tyranny of the Majority? AAAI 2023
Equi-Tuning: Group Equivariant Fine-Tuning of Pretrained Models AAAI 2023