The discussion highlights the NSF fellowship as a well-known funding option for PhD candidates in Astrophysics, while also recommending NASA's graduate student researchers program fellowship, which has recently increased its stipend for the 2007-08 academic year. Both fellowships are noted for their competitiveness. Additionally, it is mentioned that many universities provide various fellowships specifically for their graduate students, presenting further funding opportunities.