The discovery may offer new insights into the understanding of the species' habitat.
Shark biologist Ryan Kempster, of The University of Western Australia's Oceans Institute, said the rare sharks were caught off Rottnest Island two years ago at a depth of 430 metres by local recreational fisherman Steve Downs.
The mystery sharks were a male just under a metre long and a pregnant female about 1.2 metres long.
Downs gave the two sharks to a group of researchers at UWA's Oceans Institute and School of Biology, and the WA Museum.
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"This species was known previously to be found only between Indonesia and Japan, and also New Zealand," Kempster added.
Scientists could not determine why the sharks were found so far from their normal habitat. But the find already has scientists re-evaluating their understanding of the species.
"The female shark found off Rottnest had 22 unborn pups and is only the second ever-recorded specimen of a pregnant female of this species," Kempster said.
The findings were published in the Marine Biodiversity Records journal.