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Nika Haghtalab

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Multi-objective Learning: An Algorithmic Toolbox for Optimal Predictions Anytime Anywhere!The Role of TCS in Modern Machine Learning2026-05-26
Presents a concrete algorithmic toolbox that turns K-fold hard multi-distribution learning into an adaptively sampled problem where sample complexity adds…
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The Truth About Your Lying Calibrated Forecaster: How to Design Truthful Calibration MeasuresJoint IFML/MPG Symposium 20242024-11-19
Shows that standard calibration measures like ECE are gameable: a manipulative forecaster gets ECE≈0 while a truthful forecaster pays Θ(√T) variance or even…
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A Theory of Multi-objective Machine LearningModern Paradigms in Generalization Boot Camp 20242024-08-27
Introduces a concrete formalism: learn one model good for k distributions (per-distribution losses and calibration), cast as a min‑max game solved by no-regret…
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Oracle-Efficient Online Learning or: How to Use Non-Robust Optimization for Robust LearningQuantifying Uncertainty: Stochastic, Adversarial, and Beyond2022-09-12
Claim: efficient no-regret online learning is possible by reusing a standard ERM oracle rather than redesigning algorithms from scratch, provided the adversary…
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Multi-Distribution Learning, for Robustness, Fairness, and CollaborationData-Driven Decision Processes Boot Camp 20222022-08-22
Argues that worst-case multi-distribution learning can avoid an O(K) blowup and often needs only log K dependence by recasting the problem as a min‑max game…
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