Learning to generalize to new tasks/domains with limited data

• Main Author: Peng, Danni
• Other Authors: Sinno Jialin Pan
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/171769
• Institution: Nanyang Technological University

The goal of Artificial Intelligence (AI) research is to develop a system that not only performs tasks comparably to humans (e.g., understanding language and vision) but also learns new tasks similarly to humans. While the former has been well-achieved with the recent advances of large AI models, the...