Search Results for author: Mong-Li Lee

Found 3 papers, 1 papers with code

Faithful Logical Reasoning via Symbolic Chain-of-Thought

1 code implementation28 May 2024 Jundong Xu, Hao Fei, Liangming Pan, Qian Liu, Mong-Li Lee, Wynne Hsu

Technically, building upon an LLM, SymbCoT 1) first translates the natural language context into the symbolic format, and then 2) derives a step-by-step plan to solve the problem with symbolic logical rules, 3) followed by a verifier to check the translation and reasoning chain.

Towards Robust Out-of-Distribution Generalization Bounds via Sharpness

no code implementations11 Mar 2024 Yingtian Zou, Kenji Kawaguchi, Yingnan Liu, Jiashuo Liu, Mong-Li Lee, Wynne Hsu

To bridge this gap between optimization and OOD generalization, we study the effect of sharpness on how a model tolerates data change in domain shift which is usually captured by "robustness" in generalization.

Generalization Bounds Out-of-Distribution Generalization

PERSONALIZED LAB TEST RESPONSE PREDICTION WITH KNOWLEDGE AUGMENTATION

no code implementations29 Sep 2021 Suman Bhoi, Mong-Li Lee, Wynne Hsu, Hao Sen Andrew Fang, Ngiap Chuan Tan

Further, we model the drug-lab interactions and diagnosis-lab interactions in the form of graphs and design a knowledge-augmented approach to predict patients’ response to a target lab result.

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