Survival is the Only Reward: Sustainable Self-Training Through Environment-Mediated Selection

Jennifer Dodgson, Alfath Daryl Alhajir, Michael Joedhitya +6

Self-training systems often degenerate due to the lack of an external criterion for judging data quality, leading to reward hacking and semantic drift. This paper provides a proof-…