Interpolated Policy Distillation: A Controllable Continuum Between Off-Policy and On-Policy Distillation
Interpolated Policy Distillation is introduced, which defines the next-token distribution at every decoding step as an explicit linear interpolation between the student and teacher distributions, demonstrating that token-level policy interpolation better balances trajectory quality and student learnability.