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Papers
Computational-Statistical Tradeoffs at the Next-Token Prediction Barrier: Autoregressive and Imitation Learning under Misspecification (extended abstract)
COLT 2025
Orient Anything: Learning Robust Object Orientation Estimation from Rendering 3D Models
ICML 2025
Regret Bounds for Robust Online Decision Making
COLT 2025
Square$χ$PO: Differentially Private and Robust $χ^2$-Preference Optimization in Offline Direct Alignment
ICML 2025
Where is the Truth? The Risk of Getting Confounded in a Continual World
ICML 2025
How Far Can Fairness Constraints Help Recover From Biased Data?
ICML 2024
Optimizing Watermarks for Large Language Models
ICML 2024
Robust and Conjugate Gaussian Process Regression
ICML 2024