

Motif
Overview :
Motif is a PyTorch-based project that trains AI agents to play NetHack by deriving a reward function from the preferences of a Large Language Model (LLM). It can generate behavior that aligns with human intuition and can be guided through prompt modifications.
Target Users :
Motif can be used to train AI agents to acquire intrinsic motivation in open-ended and procedurally generated games.
Use Cases
Train an AI agent to acquire intrinsic motivation in the NetHack game using Motif
Generate behavior aligned with human intuition using Motif
Guide the behavior of an AI agent using Motif through prompt modifications
Features
Create a labeled dataset of annotations by leveraging LLM preferences
Convert LLM preferences into a reward function using cross-entropy
Train agents using reinforcement learning
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