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20232026
most citedAn Effective Data Creation Pipeline to Generate High-quality Financial Instruction Data for Large Language Model

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cs.LG2025

Exploiting Task Relationships in Continual Learning via Transferability-Aware Task Embeddings

Yanru Wu, Jianning Wang, Xiangyu Chen +4

Continual learning (CL) has been a critical topic in contemporary deep neural network applications, where higher levels of both forward and backward transfer are desirable for an e…

cs.LG2023

H-ensemble: An Information Theoretic Approach to Reliable Few-Shot Multi-Source-Free Transfer

Yanru Wu, Jianning Wang, Weida Wang +1

Multi-source transfer learning is an effective solution to data scarcity by utilizing multiple source tasks for the learning of the target task. However, access to source data and…