Causal view of generalization

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...

Full description

Bibliographic Details
Main Author: Yue, Zhongqi
Other Authors: Hanwang Zhang
Format: Thesis-Doctor of Philosophy
Language:English
Published: Nanyang Technological University 2023
Subjects:
Online Access:https://hdl.handle.net/10356/172269