arXiv AI
Jun 19
Thermodynamic Measure of Intelligence
arXiv:2606. 20231v1 Announce Type: new Abstract: Can intelligence be measured?
The Dynamics of Intelligence Explosions
arXiv:2608. 14426v1 Announce Type: new Abstract: AI is increasingly being used to help with AI R&D.
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arXiv AI
Jun 29
Can Generative Artificial Intelligence Survive Data Contamination? Theoretical Guarantees under Contaminated Recursive Training
arXiv:2602. 16065v2 Announce Type: replace-cross Abstract: As artificial intelligence (AI)-generated content proliferates, models are increasingly trained on their own outputs, risking progressive degradation or collapse.
Hugging Face Trending Papers
Jun 28
Anti-Collapse Dynamics and the Emergence of Multi-Time-Scale Learning in Recurrent Neural Networks
Long-range learning is hard for recurrent networks trained with stochastic gradient descent, because the influence of a past input fades with the lag $\ell$, and if it fades too fast the dependence cannot be learned from finite data. This fade is captured by an envelope $f(\ell)$.
arXiv AI
Jun 12
From AGI to ASI
arXiv:2606. 12683v1 Announce Type: new Abstract: Over the last decade, building human-level artificial general intelligence has moved from far-fetched speculation to being a concrete next-decade target for many of the largest AI organisations.
arXiv Machine Learning
Jun 30
Anti-Collapse Dynamics and the Emergence of Multi-Time-Scale Learning in Recurrent Neural Networks
arXiv:2606. 29519v1 Announce Type: new Abstract: Long-range learning is hard for recurrent networks trained with stochastic gradient descent, because the influence of a past input fades with the lag $\ell$, and if it fades too fast the dependence cannot be learned from finite data.
OpenAI Blog
Jun 17, 2022
Evolution through large models
arXiv AI
Jul 1
World-Model Collapse as a Phase Transition
arXiv:2606. 31399v1 Announce Type: new Abstract: Water looks unchanged as it warms, then at a critical point it boils.
arXiv AI
Jul 29
Many-body Tipping Dynamics of ChatGPT-like AIs
arXiv:2607. 25279v1 Announce Type: new Abstract: Why do ChatGPT-like AIs, despite major architectural and training differences, unexpectedly tip to undesirable content (e.
arXiv AI
Jun 9
Emergence via Phase Transitions: Mechanism Landscapes and Universal Convergence Across Complex Systems
arXiv:2606. 07563v1 Announce Type: cross Abstract: Across machine learning, biology, and physics, independently evolving systems often converge toward strikingly similar high-level structures despite radically different microscopic details.
arXiv AI
Aug 5
NOVA: Fundamental Limits of Knowledge Discovery Through AI
arXiv:2605. 15219v3 Announce Type: replace Abstract: Can AI systems discover new knowledge through iterative self-improvement, and at what cost?
arXiv AI
Jul 14
The Theory of Strategic Evolution: Games with Endogenous Players and Strategic Replicators
arXiv:2512. 07901v3 Announce Type: replace-cross Abstract: Von Neumann founded both game theory and the theory of self-reproducing automata, but the two programs never merged.
arXiv AI
Aug 7
The Closing Window: How Governments Could Lose Their Ability to Restrain Advanced AI
arXiv:2608. 05173v1 Announce Type: cross Abstract: As AI capabilities advance, AI systems will pose greater risks to national security and potentially humanity as a whole.