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cs.GT2024
Strategyproof Learning with Advice
Eric Balkanski, Cherlin Zhu
An important challenge in robust machine learning is when training data is provided by strategic sources who may intentionally report erroneous data for their own benefit. A line o…
cs.LG2024
Fair Secretaries with Unfair Predictions
Eric Balkanski, Will Ma, Andreas Maggiori
Algorithms with predictions is a recent framework for decision-making under uncertainty that leverages the power of machine-learned predictions without making any assumption about…