The high speed shinkansen service (also called the bullet train) will get you from Kyoto Station to Shin-Osaka Station in 12 minutes for 1420 yen. This is the fastest and most comfortable route into Osaka, and might be worthwhile if you have a Japan Rail Pass to cover the cost.