Machine learning enabled high-throughput screening of hydrocarbon molecules for the design of next generation fuels

•Machine learning assisted fuel discovery.•High-throughput screening of 319,895 hydrocarbon molecules.•28 new hydrocarbon molecules has been proposed as new high density fuel.