---
title: "GAMMA"
type: concept
related: [Population Based Training]
source: https://www.jemoka.com/posts/kbhhuman_ai_coordination/
confidence: high
status: active
---

Past Work self play: this is a \(\text{coNP}\) vs \(\text{NP}\) problem: whereas competitive self-play attempts to defend against all strategies, collaborative self-play only needs to find one useful strategy; this doesn&rsquo;t generalize well because humans are not a partner behavior cloning: Population Based Training: computational super e Novelty instead, learn a generative model from both simulated agents or human data then, sample from this generative model Notable Methods Key Figs New Concepts Notes
