The conference centre is located in Central-Osaka (Honmachi). It is an office district and therefore many restaurants and even a few bars are located in this area. If you are a keen walker, you could even reach Osaka-jo Castle on foot from Honmachi.

 

Please find below a link to a map with places to eat nearby the conference centre:
 

Map