Why do big companies ask for conference instead of journal publications?
It depends on what field you are in and the types of jobs you are looking at. In computer science, conferences are typically valued more than journals, although this doesn't necessarily mean the quality of the papers at conferences are better than journals. A popular computer science department ranking site, CSRankings, does their rankings by top conferences, where the three you list are used in the Robotics area.