Search Results for author: Kaifu Wang

Found 2 papers, 0 papers with code

On Regularization and Inference with Label Constraints

no code implementations8 Jul 2023 Kaifu Wang, Hangfeng He, Tin D. Nguyen, Piyush Kumar, Dan Roth

Prior knowledge and symbolic rules in machine learning are often expressed in the form of label constraints, especially in structured prediction problems.

Structured Prediction

Learnability with Indirect Supervision Signals

no code implementations NeurIPS 2020 Kaifu Wang, Qiang Ning, Dan Roth

Learning from indirect supervision signals is important in real-world AI applications when, often, gold labels are missing or too costly.

Generalization Bounds Multi-class Classification

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