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Fairness

3,511 papers

Papers per year

251
692
'20
'25

Papers

Fair Infinitesimal Jackknife: Mitigating the Influence of Biased Training Data Points Without Refitting NIPS 2022
The Effects of Regularization and Data Augmentation are Class Dependent NIPS 2022
Fine-tuning language models to find agreement among humans with diverse preferences NIPS 2022
Robustness Disparities in Face Detection NIPS 2022
On Feature Learning in the Presence of Spurious Correlations NIPS 2022
Beyond Adult and COMPAS: Fair Multi-Class Prediction via Information Projection NIPS 2022
Explicit Tradeoffs between Adversarial and Natural Distributional Robustness NIPS 2022
Fair and Optimal Decision Trees: A Dynamic Programming Approach NIPS 2022
Information-Theoretic Bias Reduction via Causal View of Spurious Correlation AAAI 2022
Fair and Truthful Giveaway Lotteries AAAI 2022
On Improving Resource Allocations by Sharing AAAI 2022
Individual Representation in Approval-Based Committee Voting AAAI 2022
A Little Charity Guarantees Fair Connected Graph Partitioning AAAI 2022
Truthful Aggregation of Budget Proposals with Proportionality Guarantees AAAI 2022
Fair and Efficient Allocations of Chores under Bivalued Preferences AAAI 2022
Reforming an Envy-Free Matching AAAI 2022
Improved Maximin Guarantees for Subadditive and Fractionally Subadditive Fair Allocation Problem AAAI 2022
On Testing for Discrimination Using Causal Models AAAI 2022
Entropy-Based Logic Explanations of Neural Networks AAAI 2022
Modification-Fair Cluster Editing AAAI 2022
Achieving Counterfactual Fairness for Causal Bandit AAAI 2022
Group-Aware Threshold Adaptation for Fair Classification AAAI 2022
Gradient Based Activations for Accurate Bias-Free Learning AAAI 2022
Fast and Efficient MMD-Based Fair PCA via Optimization over Stiefel Manifold AAAI 2022
On the Impossibility of Non-trivial Accuracy in Presence of Fairness Constraints AAAI 2022