Robertson, 25, won bronze in the 5000m at the 2014 Glasgow Commonwealth Games, but hasn't yet raced over 10,000m on the track, showed his strength over longer distances in setting a sensational new national half-marathon record of 59min 47sec earlier this year, bettering Rod Dixon's 1981 mark by over two minutes.
He'll be joined in Eugene by fellow Kiwi Tom Walsh, in his first Diamond League competition of the northern season.
Walsh, 23, who has a best of 21.37m set earlier this year in Melbourne, goes into the competition ranked fourth behind two-times world champion and early Diamond League leader David Storl from Germany (21.72) and Americans Joe Kovacs (22.35) and Christian Cantwell (21.50).
Also in the very strong field is Ryan Whiting who beat Walsh twice in New Zealand in February and Olympic champion Tomasz Majewski from Poland.
Julian Matthews, Glasgow Commonwealth Games 1500m finalist from Nelson will also be in action in the B race of the Mile.
The Pre Classic is the third Diamond League meeting of the year and the three athletes are the first New Zealanders in action in the 2015 Diamond League season.
Walsh and Robertson will be in action at 3.30pm and 4.20pm respectively on Saturday (NZ time), while Matthews races on Sunday at 7.30am.