Reward Modeling: Training AI from Human Preferences
Robert Miles AI Safety · Explainer · 18 min · 2019 · YouTube title: Training AI Without Writing A Reward Function, with Reward Modelling
Why it's here
Seen as the clearest introduction to the idea behind RLHF, and also borrowed by commenters as a metaphor for human motivation.
What it covers
Robert Miles explains reward modelling, in which an AI learns what humans want from their preference comparisons instead of a hand-written reward function. He walks through the 2017 paper on deep reinforcement learning from human preferences.