Topic Modeling with Contrastive Learning papers

Topic Modeling 연구에서 contrastive learning 을 활용하거나 혹은 관련있는 연구논문 리스트를 정리하였습니다.

 

• Contrastive Learning for Neural Topic Model (Neurips 2021)
• Mitigating Data Sparsity for Short Text Topic Modeling by Topic-Semantic Contrastive Learning (EMNLP 2022)
• Improving topic disentanglement via contrastive learning (Information Processing & Management 2023)
• Unified Neural Topic Model via Contrastive Learning and Term Weighting (EACL 2023)
• Neural Topic Modeling based on Cycle Adversarial Training and Contrastive Learning (ACL 2023)
• InfoCTM : A Mutual Information Maximization Perspective of Cross-Lingual Topic Modeling (AAAI 2023)
• Topic Modeling as Multi-Objective Contrastive Optimization (ICLR 2024)