A new RNN architecture GVFN improves RNN trainability by constraining states to future predictions.
problem Improving RNN trainability in complex environments.
method Developed a novel RNN architecture called General Value Function Network (GVFN) that constrains states to future predictions.
result GVFNs are more robust to truncation levels, requiring only one-step gradient updates.