The Hafiz Gul Bahadur armed group, which operates out of Afghanistan, claims responsibility for the deadly assault.
Bagram prison was a site of torture during the US war in Afghanistan and continues to haunt former detainees
It is the first time the Taliban is attending the talks but female representatives from Afghanistan have been excluded.
More than 800,000 Afghans are likely to be expelled in the second phase of the controversial plan.