Eigenform Articles
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AI 21
Geology 8
Benchmarking 5
China 4
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Complexity Theory 3
Reinforcement Learning 3
Cryptography 1
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Survival is the Only Reward: Sustainable Self-Training Through Environment-Mediated Selection
TL;DR Self-training systems typically degenerate because they lack an external criterion for judging data quality, which opens the door to reward hacking and semantic drift. The paper presents a proof-of-concept …
Machine Learnability as a Measure of Order in Aperiodic Sequences
TL;DR Prime number distribution is deterministic in definition but behaves statistically like a random process, and this paper uses an image-based machine learning model to measure comparative regularity in prime fields at different regions of an Ulam spiral. …
Generalising from Self-Produced Data: Model Training Beyond Human Constraints
TL;DR Current LLMs are bounded by human-derived training data and by a single level of abstraction that prevents definitive truth judgments about their own outputs. The paper proposes a framework in which AI agents …
