Search Results for author: Jia-Nan Li

Found 2 papers, 1 papers with code

Semi-supervised Symmetric Matrix Factorization with Low-Rank Tensor Representation

1 code implementation4 May 2024 Yuheng Jia, Jia-Nan Li, Wenhui Wu, Ran Wang

To this end, we first propose a novel semi-supervised SNMF model by seeking low-rank representation for the tensor synthesized by the pairwise constraint matrix and a similarity matrix obtained by the product of the embedding matrix and its transpose, which could strengthen those two matrices simultaneously from a global perspective.

StreamingDialogue: Prolonged Dialogue Learning via Long Context Compression with Minimal Losses

no code implementations13 Mar 2024 Jia-Nan Li, Quan Tu, Cunli Mao, Zhengtao Yu, Ji-Rong Wen, Rui Yan

Accordingly, we introduce StreamingDialogue, which compresses long dialogue history into conv-attn sinks with minimal losses, and thus reduces computational complexity quadratically with the number of sinks (i. e., the number of utterances).

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