TV-AIL achieves a horizon-independent imitation gap of O(min{1, sqrt(|S|/N)}) via stage-coupled dynamic programming analysis on locomotion-abstracted MDPs.
Here we list main proof procedures and interested readers are referred to [Syed and Schapire, 2007] for details
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Understanding Adversarial Imitation Learning in Small Sample Regime: A Stage-coupled Analysis
TV-AIL achieves a horizon-independent imitation gap of O(min{1, sqrt(|S|/N)}) via stage-coupled dynamic programming analysis on locomotion-abstracted MDPs.