2 papers
cs.LG2026
Machine Learnability as a Measure of Order in Aperiodic Sequences
Jennifer Dodgson, Michael Joedhitya, Adith Ramdas +5
Research on the distribution of prime numbers has revealed a dual character: deterministic in definition yet exhibiting statistical behavior reminiscent of random processes. In thi…
cs.AI2026
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-…