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Survival is the Only Reward: Sustainable Self-Training Through Environment-Mediated Selection
The original publication this post is based on can be found here: https://arxiv.org/abs/2601.12310. Self-training systems often degenerate due to the lack of an external criterion for judging data quality, leading to …
Machine Learnability as a Measure of Order in Aperiodic Sequences
The original publication this post is based on can be found here: https://arxiv.org/abs/2509.18103. Research on the distribution of prime numbers has revealed a dual character: deterministic in definition yet exhibiting statistical behavior reminiscent of …
Generalising from Self-Produced Data: Model Training Beyond Human Constraints
The original publication this post is based on can be found here: https://arxiv.org/abs/2504.04711. Current large language models (LLMs) are constrained by human-derived training data and limited by a single level of …
