Artificial Intelligence · Reinforcement Learning

Inverse Reinforcement Learning

A topic within Reinforcement Learning, itself one of 11 topics in that field and part of Artificial Intelligence.

Reading on Inverse Reinforcement Learning

2 works

Paper2004

Apprenticeship Learning via Inverse Reinforcement Learning

Abbeel & Ng

Sidesteps recovering the exact reward function by matching the feature expectations of an expert's demonstrations, guaranteeing the learned policy performs at least as well as the expert under the true, unknown reward.

link checked 17 Sept 2026

Artificial Intelligence · Reinforcement Learning

FreeIntermediate

Paper2000

Algorithms for Inverse Reinforcement Learning

Ng & Russell

Formalises inverse reinforcement learning as recovering the reward function that makes an observed policy optimal, and shows the problem is underdetermined without an added preference for simple rewards.

link checked 17 Sept 2026

Artificial Intelligence · Reinforcement Learning

FreeAdvanced

Reading on Inverse Reinforcement Learning

Apprenticeship Learning via Inverse Reinforcement Learning

Algorithms for Inverse Reinforcement Learning

Other topics in Reinforcement Learning