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cs.LG2026
A Mathematical Theory of Understanding
Bahar TaÅkesen
Generative AI has transformed the economics of information production, making explanations, proofs, examples, and analyses available at very low cost. Yet the value of information…
cs.LG2025
Optimism in the Face of Ambiguity Principle for Multi-Armed Bandits
Mengmeng Li, Daniel Kuhn, Bahar TaÅkesen
Follow-The-Regularized-Leader (FTRL) algorithms often enjoy optimal regret for adversarial as well as stochastic bandit problems and allow for a streamlined analysis. Nonetheless,…
cs.LG2024
Metrizing Fairness
Yves Rychener, Bahar Taskesen, Daniel Kuhn
We study supervised learning problems that have significant effects on individuals from two demographic groups, and we seek predictors that are fair with respect to a group fairnes…