1. Replace Empowering Knowledge Bases: a Machine Learning Perspective by

Empowering Knowledge Bases: A Machine Learning Perspective (Invited Paper and Talk)
I.e., capitalise the "A" and add " (Invited Paper and Talk)"




2. Replace Ontology Alignment and the two DLs by

Ontology Alignment and the two DLs (Abstract of Invited Talk)
I.e., add " (Abstract of Invited Talk)"



3. Replace Learning and Reasoning with Logic Tensor Networks: the Framework and an Application by

Learning and Reasoning with Logic Tensor Networks: The Framework and an Application (Abstract of Invited Talk)
I.e., add " (Abstract of Invited Talk)" and capitalise "The"



4. Replace Opening the Black-box: Deep Neural Networks as Weighted Conditional Knowledge Bases (Extended Abstract)
Laura Giordano, Daniele Theseider Dupre by

Opening the Black-box: Deep Neural Networks as Weighted Conditional Knowledge Bases (Extended Abstract)
Laura Giordano, Daniele Theseider Dupré

I.e., replace Dupre by Dupré



5. Replace  Union and Intersection of all Justifications (Extended Abstract)
Jieying Chen, Rafael Peñaloza, Hui Yang by

Union and Intersection of all Justifications (Extended Abstract)
Jieying Chen, Yue Ma, Rafael Peñaloza, Hui Yang

I.e., add Yue Ma