zydhjh4593@SMM4H’22: A Generic Pre-trained BERT-based Framework for Social Media Health Text Classification

no code implementations • SMM4H (COLING) 2022 • Chenghao Huang, Xiaolu Chen, Yuxi Chen, Yutong Wu, Weimin Yuan, Yan Wang, Yanru Zhang

This paper describes our proposed framework for the 10 text classification tasks of Task 1a, 2a, 2b, 3a, 4, 5, 6, 7, 8, and 9, in the Social Media Mining for Health (SMM4H) 2022.

text-classification Text Classification

FedCRL: Personalized Federated Learning with Contrastive Shared Representations for Label Heterogeneity in Non-IID Data

no code implementations • 27 Apr 2024 • Chenghao Huang, Xiaolu Chen, Yanru Zhang, Hao Wang

FedCRL introduces contrastive representation learning (CRL) on shared representations to facilitate knowledge acquisition of clients.

Personalized Federated Learning Representation Learning