Clustered task-aware meta-learning by learning from learning paths

• Main Authors: Peng, Danni, Pan, Sinno Jialin
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Computer science and engineering; Task Clustering; Task-Aware Meta-Learning
• Online Access: https://hdl.handle.net/10356/172181
• Institution: Nanyang Technological University

To enable effective learning of new tasks with only a few examples, meta-learning acquires common knowledge from the existing tasks with a globally shared meta-learner. To further address the problem of task heterogeneity, recent developments balance between customization and generalization by incor...