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An Algorithmic Framework for Fairness Elicitation
Free accessDataCite | 2021|Keywords: Theory of computation → Machine learning theory -
Sample Complexity Bounds for Influence Maximization
Free accessDataCite | 2020|Keywords: Theory of computation → Machine learning theory -
Individual Fairness in Pipelines
Free accessDataCite | 2020|Keywords: Theory of computation → Machine learning theory -
A User Friendly Power Tool for Deriving Online Learning Algorithms (Invited Talk)
Free accessDataCite | 2021|Keywords: Theory of computation → Machine learning theory -
Metric Learning for Individual Fairness
Free accessDataCite | 2020|Keywords: Theory of computation → Machine learning theory -
Distributionally Robust Data Join
Free accessDataCite | 2023|Keywords: Theory of computation → Machine learning theory -
Making Progress Based on False Discoveries
Free accessDataCite | 2024|Keywords: Theory of computation → Machine learning theory -
Recovering from Biased Data: Can Fairness Constraints Improve Accuracy?
Free accessDataCite | 2020|Keywords: Theory of computation → Machine learning theory -
Efficient Average-Case Population Recovery in the Presence of Insertions and Deletions
Free accessDataCite | 2019|Keywords: Theory of computation → Machine learning theory -
Loss Minimization Yields Multicalibration for Large Neural Networks
Free accessDataCite | 2024|Keywords: Theory of computation → Machine learning theory -
Robustness Should Not Be at Odds with Accuracy
Free accessDataCite | 2022|Keywords: Theory of computation → Machine learning theory -
Abstracting Fairness: Oracles, Metrics, and Interpretability
Free accessDataCite | 2020|Keywords: Theory of computation → Machine learning theory -
Memory-Sample Lower Bounds for Learning Parity with Noise
Free accessDataCite | 2021|Keywords: Theory of computation → Machine learning theory -
Sample Compression Schemes for Balls in Graphs
Free accessDataCite | 2022|Keywords: Theory of computation → Machine learning theory -
On the Tractability of Explaining Decisions of Classifiers
Free accessDataCite | 2021|Keywords: Theory of computation → Machine learning theory -
Setting Fair Incentives to Maximize Improvement
Free accessDataCite | 2023|Keywords: Theory of computation → Machine learning theory -
Tight Hardness Results for Training Depth-2 ReLU Networks
Free accessDataCite | 2021|Keywords: Theory of computation → Machine learning theory -
Time-Space Lower Bounds for Two-Pass Learning
Free accessDataCite | 2019|Keywords: Theory of computation → Machine learning theory -
The Role of Randomness and Noise in Strategic Classification
Free accessDataCite | 2020|Keywords: Theory of computation → Machine learning theory -
Testing Data Binnings
Free accessDataCite | 2020|Keywords: Theory of computation → Machine learning theory
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