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From the origin of life to pandemics: Emergent phenomena in complex systems
When a large number of similar entities interact among each other and with their
environment at a low scale, unexpected outcomes at higher spatio-temporal scales might …
environment at a low scale, unexpected outcomes at higher spatio-temporal scales might …
On the salient limitations of the methods of assembly theory and their classification of molecular biosignatures
We demonstrate that the assembly pathway method underlying assembly theory (AT) is an
encoding scheme widely used by popular statistical compression algorithms. We show that …
encoding scheme widely used by popular statistical compression algorithms. We show that …
The future of fundamental science led by generative closed-loop artificial intelligence
Recent advances in machine learning and AI, including Generative AI and LLMs, are
disrupting technological innovation, product development, and society as a whole. AI's …
disrupting technological innovation, product development, and society as a whole. AI's …
Flickering emergences: The question of locality in information-theoretic approaches to emergence
TF Varley - Entropy, 2022 - mdpi.com
“Emergence”, the phenomenon where a complex system displays properties, behaviours, or
dynamics not trivially reducible to its constituent elements, is one of the defining properties of …
dynamics not trivially reducible to its constituent elements, is one of the defining properties of …
Assembly theory is an approximation to algorithmic complexity based on LZ compression that does not explain selection or evolution
We formally prove the equivalence between Assembly Theory (AT) and Shannon Entropy
via a method based upon the principles of statistical compression that belongs to the LZ …
via a method based upon the principles of statistical compression that belongs to the LZ …
YAQQ: Yet Another Quantum Quantizer--Design Space Exploration of Quantum Gate Sets using Novelty Search
In the standard circuit model of quantum computation, the number and quality of the
quantum gates composing the circuit influence the runtime and fidelity of the computation …
quantum gates composing the circuit influence the runtime and fidelity of the computation …
Assembly Theory Reduced to Shannon Entropy and Rendered Redundant by Naive Statistical Algorithms
We respond to arguments against our criticism that claim to show a divergence of Assembly
Theory from popular compression. We have proven that any implementation of the concept …
Theory from popular compression. We have proven that any implementation of the concept …
Emergence in artificial life
C Gershenson - Artificial Life, 2023 - direct.mit.edu
Even when concepts similar to emergence have been used since antiquity, we lack an
agreed definition. However, emergence has been identified as one of the main features of …
agreed definition. However, emergence has been identified as one of the main features of …
Minimal algorithmic information loss methods for dimension reduction, feature selection and network sparsification
We present a novel, domain-agnostic, model-independent, unsupervised, and universally
applicable approach for data summarization. Specifically, we focus on addressing the …
applicable approach for data summarization. Specifically, we focus on addressing the …
An optimal, universal and agnostic decoding method for message reconstruction, bio and technosignature detection
We present a signal reconstruction method for zero-knowledge one-way communication
channels in which a receiver aims to interpret a message sent by an unknown source about …
channels in which a receiver aims to interpret a message sent by an unknown source about …