Write, Execute, Assess: Program Synthesis with a REPL

Kevin Ellis, Maxwell Nye, Yewen Pu, Felix Sosa, Josh Tenenbaum, Armando Solar-Lezama

Neural Information Processing Systems 

We train a pair of models, a policy that proposes the new piece of code to write, and a value function that assesses the prospects of the code written so-far.

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