Trust Region Inverse Reinforcement Learning: Explicit Dual Ascent using Local Policy Updates
arXiv:2605.11020v1 Announce Type: new
Abstract: Inverse reinforcement learning (IRL) is typically formulated as maximizing entropy subject to matching the distribution of expert trajectories. Classical (dual-ascent) IRL guarantees monotonic performanc…