Various embodiments are generally directed to the providing for mutual authentication and secure distributed processing of multi-party data. In particular, an experiment may be submitted to include the distributed processing of private data owned by multiple distrustful entities. Private data providers may authorize the experiment and securely transfer the private data for processing by trusted computing nodes in a pool of trusted computing nodes.