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Habituation - a phenomenon in which a dynamical system exhibits a diminishing response to repeated stimulations that eventually recovers when the stimulus is withheld - is universally observed in living systems from animals to unicellular…

适应与自组织系统 · 物理学 2024-07-26 Matthew Smart , Stanislav Y. Shvartsman , Martin Mönnigmann

Recent progress in diverse intelligence has shown simple learning capacities below the organism level - single cells and even molecular networks. However, there are still many knowledge gaps around learning capacity above the organism…

种群与进化 · 定量生物学 2026-05-29 Adrita Samanta , Hananel Hazan , Michael Levin

Biological and living systems process information across spatiotemporal scales, exhibiting the hallmark ability to constantly modulate their behavior to ever-changing and complex environments. In the presence of repeated stimuli, a…

Combining density functional theory simulations and active learning of neural networks, we explore formation energies of oxygen vacancy layers, lattice parameters, and their correlations in infinite-layer versus perovskite oxides across the…

超导电性 · 物理学 2023-02-02 Armin Sahinovic , Benjamin Geisler

Learning in living organisms is typically associated with networks of neurons. The use of large numbers of adjustable units has also been a crucial factor in the continued success of artificial neural networks. In light of the complexity of…

神经元与认知 · 定量生物学 2024-05-10 Matthew Smart , Stanislav Y. Shvartsman , Martin Mönnigmann

We present a benchmark study of autonomous, chemical agents exhibiting associative learning of an environmental feature. Associative learning has been widely studied in cognitive science and artificial intelligence, but are most commonly…

适应与自组织系统 · 物理学 2022-10-12 Stuart Bartlett , David Louapre

Recent physiological measurements have provided clear evidence about scale-free avalanche brain activity and EEG spectra, feeding the classical enigma of how such a chaotic system can ever learn or respond in a controlled and reproducible…

神经元与认知 · 定量生物学 2015-05-18 Lucilla de Arcangelis , Hans J. Herrmann

Several abilities of biological systems, such as adaptation to natural environment, or of animals to learn patterns when appropriately trained, are features that are extremely useful, if emulated by electronic circuits, in applications…

神经元与认知 · 定量生物学 2011-12-22 M. Di Ventra , Y. V. Pershin

A hallmark of intelligence is the ability to autonomously learn new flexible, cognitive behaviors - that is, behaviors where the appropriate action depends not just on immediate stimuli (as in simple reflexive stimulus-response…

神经与进化计算 · 计算机科学 2023-05-30 Thomas Miconi

Associative learning is one of the key mechanisms displayed by living organisms in order to adapt to their changing environments. It was early recognized to be a general trait of complex multicellular organisms but also found in "simpler"…

细胞行为 · 定量生物学 2017-01-24 Javier Macia , Blai Vidiella , Ricard Sole

We introduce the percolation with plasticity (PWP) systems that exhibit neuromorphic functionalities including multi-valued memory, random number generation, matrix-vector multiplication, and associative learning. PWP systems have multiple…

无序系统与神经网络 · 物理学 2019-10-24 V. G. Karpov , Maria Patmiou

Adaptive response to a varying environment is a common feature of biological organisms. Reproducing such features in electronic systems and circuits is of great importance for a variety of applications. Here, we consider memory models…

细胞行为 · 定量生物学 2013-10-29 Fabio Lorenzo Traversa , Yuriy V. Pershin , Massimiliano Di Ventra

Hebbian plasticity is a powerful principle that allows biological brains to learn from their lifetime experience. By contrast, artificial neural networks trained with backpropagation generally have fixed connection weights that do not…

神经与进化计算 · 计算机科学 2016-10-20 Thomas Miconi

Regardless of the marked differences between biological and artificial neural systems, one fundamental similarity is that they are essentially dynamical systems that can learn to imitate other dynamical systems, without knowing their…

神经元与认知 · 定量生物学 2019-11-06 Zhixin Lu , Danielle S. Bassett

Continuous adaptation allows survival in an ever-changing world. Adjustments in the synaptic coupling strength between neurons are essential for this capability, setting us apart from simpler, hard-wired organisms. How these changes can be…

神经元与认知 · 定量生物学 2021-01-06 Jakob Jordan , Maximilian Schmidt , Walter Senn , Mihai A. Petrovici

Caenorhabditis elegans (C. elegans) illustrated remarkable behavioral plasticities including complex non-associative and associative learning representations. Understanding the principles of such mechanisms presumably leads to constructive…

神经元与认知 · 定量生物学 2017-03-28 Ramin M. Hasani , Magdalena Fuchs , Victoria Beneder , Radu Grosu

We develop a theory of percolation with plasticity systems (PWPs) rendering properties of interest for neuromorphic computing. Unlike the standard percolation between two large electrodes, they have multiple ($N\gg 1$) interfaces and…

无序系统与神经网络 · 物理学 2020-05-05 V. G. Karpov , G. Serpen , Maria Patmiou

The evolutionary balance between innate and learned behaviors is highly intricate, and different organisms have found different solutions to this problem. We hypothesize that the emergence and exact form of learning behaviors is naturally…

神经元与认知 · 定量生物学 2023-03-14 Emmanouil Giannakakis , Sina Khajehabdollahi , Anna Levina

Forgetfulness is a common feature of nature. Moreover, without forgetfulness, repeatability would be impossible. Despite this, small systems constantly leak information about their state to their surroundings, and quantum mechanics tells us…

量子物理 · 物理学 2021-02-05 Pedro Figueroa-Romero

Behavioral changes in animals and humans, as a consequence of an error or a verbal instruction, can be extremely rapid. Improvement in behavioral performances are usually associated in machine learning and reinforcement learning to synaptic…

神经元与认知 · 定量生物学 2025-03-12 Cristiano Capone , Luca Falorsi
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