Search Results for author: Zemin Zhang

Found 5 papers, 1 papers with code

Leveraging LLM Reasoning Enhances Personalized Recommender Systems

no code implementations22 Jul 2024 Alicia Y. Tsai, Adam Kraft, Long Jin, Chenwei Cai, Anahita Hosseini, Taibai Xu, Zemin Zhang, Lichan Hong, Ed H. Chi, Xinyang Yi

Recent advancements have showcased the potential of Large Language Models (LLMs) in executing reasoning tasks, particularly facilitated by Chain-of-Thought (CoT) prompting.

Arithmetic Reasoning Recommendation Systems

Exact tensor completion using t-SVD

no code implementations16 Feb 2015 Zemin Zhang, Shuchin Aeron

Using this factorization one can derive notion of tensor rank, referred to as the tensor tubal rank, which has optimality properties similar to that of matrix rank derived from SVD.

Matrix Completion

Novel methods for multilinear data completion and de-noising based on tensor-SVD

2 code implementations CVPR 2014 Zemin Zhang, Gregory Ely, Shuchin Aeron, Ning Hao, Misha Kilmer

Based on t-SVD, the notion of multilinear rank and a related tensor nuclear norm was proposed in [11] to characterize informational and structural complexity of multilinear data.

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