no code implementations • 22 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.
no code implementations • 31 Dec 2015 • Zemin Zhang, Shuchin Aeron
In this paper a new dictionary learning algorithm for multidimensional data is proposed.
no code implementations • 16 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.
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.
no code implementations • 2 Jul 2013 • Zemin Zhang, Gregory Ely, Shuchin Aeron, Ning Hao, Misha Kilmer
In this paper we propose novel methods for compression and recovery of multilinear data under limited sampling.