Zachary Lipton

22

Papers

67

Total Citations

Papers (22)

Scaling Laws for Data Filtering— Data Curation cannot be Compute Agnostic

Foundations of Testing for Finite-Sample Causal Discovery

Does mitigating ML's impact disparity require treatment disparity?

Learning Robust Global Representations by Penalizing Local Predictive Power

Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift

Game Design for Eliciting Distinguishable Behavior

A Unified View of Label Shift Estimation

Rebounding Bandits for Modeling Satiation Effects

Mixture Proportion Estimation and PU Learning:A Modern Approach

Parametric Complexity Bounds for Approximating PDEs with Neural Networks

Efficient Online Estimation of Causal Effects by Deciding What to Observe

Off-Policy Risk Assessment in Contextual Bandits

Unsupervised Learning under Latent Label Shift

Domain Adaptation under Open Set Label Shift

Characterizing Datapoints via Second-Split Forgetting

Complementary Benefits of Contrastive Learning and Self-Training Under Distribution Shift

Deep Equilibrium Based Neural Operators for Steady-State PDEs

Online Label Shift: Optimal Dynamic Regret meets Practical Algorithms

Born Again Neural Networks

Detecting and Correcting for Label Shift with Black Box Predictors

What is the Effect of Importance Weighting in Deep Learning?

Domain Adaptation with Asymmetrically-Relaxed Distribution Alignment