Complexity Digest

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Updated: 39 min ago

Stability, Integration, and Higher-Order Interactions in Complex Systems

Tue, 04/09/2024 - 11:45

Binghamton Center of Complex Systems (CoCo) Seminar April 3, 2024 Thomas Varley (Vermont Complex Systems Center, University of Vermont) “Stability, Integration, and Higher-Order Interactions in Complex Systems”

Watch at: vimeo.com

Neuro AI. Will it be the future in AI and overcome the LLM limitations?

Tue, 04/09/2024 - 09:57

Interview with Dr. Gabriele Scheler.

Watch at: www.youtube.com

The Origin of Information Handling

Tue, 04/09/2024 - 09:10

Amahury Jafet López-Díaz, Hiroki Sayama, Carlos Gershenson

A major challenge when describing the origin of life is to explain how instructional information control systems emerge naturally and spontaneously from mere molecular dynamics. So far, no one has clarified how information control emerged ab initio and how primitive control mechanisms in life might have evolved, becoming increasingly refined. Based on recent experimental results showing that chemical computation does not require the presence of life-related chemistry, we elucidate the origin and early evolution of information handling by chemical automata, from information processing (computation) to information storage (memory) and information transmission (communication). In contrast to other theories that assume the existence of initial complex structures, our narrative starts from trivial self-replicators whose interaction leads to the arising of more powerful molecular machines. By describing precisely the primordial transitions in chemistry-based computation, our metaphor is capable of explaining the above-mentioned gaps and can be translated to other models of computation, which allow us to explore biological phenomena at multiple spatial and temporal scales. At the end of our manuscript, we propose some ways to extend our ideas, including experimental validation of our theory (both in vitro and in silico).

Read the full article at: arxiv.org

Debates on the nature of artificial general intelligence

Sat, 04/06/2024 - 14:18

MELANIE MITCHELL

SCIENCE

21 Mar 2024
Vol 383, Issue 6689

Given the pervasiveness of AGI talk in business, government, and the media, one could not be blamed for assuming that the meaning of the term is established and agreed upon. However, the opposite is true: What AGI means, or whether it means anything coherent at all, is hotly debated in the AI community. And the meaning and likely consequences of AGI have become more than just an academic dispute over an arcane term. The world’s biggest tech companies and entire governments are making important decisions on the basis of what they think AGI will entail. But a deep dive into speculations about AGI reveals that many AI practitioners have starkly different views on the nature of intelligence than do those who study human and animal cognition—differences that matter for understanding the present and predicting the likely future of machine intelligence.

Read the full article at: www.science.org

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