Causal view of generalization

• المؤلف الرئيسي: Yue, Zhongqi
• مؤلفون آخرون: Hanwang Zhang
• التنسيق: Thesis-Doctor of Philosophy
• اللغة: English
• منشور في: Nanyang Technological University 2023
• الموضوعات: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/172269

Causal reasoning, an essential cognitive ability in human intelligence, allows us to generalize past learning to solve present problems. Unfortunately, while machine learning prospers over the past decade by training powerful deep neural networks (DNN) on massive data, it still lacks the generalizat...