Method and system for query training

A method, comprising:

• determining a graphical representation comprising graphical parameters;
• determining inference equations for the graphical representation, wherein the inference equations comprise the graphical parameters;
• determining an untrained inference network, comprising the graphical parameters, by unrolling the inference equations;
• determining a query distribution;
• sampling a plurality of train queries from the query distribution;
• determining a trained inference network by training the untrained inference network using the plurality of train queries;
• and
• determining an inference query result for an inference query using the trained inference network, wherein the inference query is within the query distribution but different from the train queries.