RESEARCH BASE

Search 3,717 documents across 34 fields — every claim tier-rated by evidence

3,717 documents 34 sections 47,686 citations 34,596+ keywords indexed 4 evidence tiers

221 results for "neural network" — page 1 of 12

V_4_19 Verified Mathematics & Information

V_4_19 — Machine Learning Mathematics: Neural Networks, Optimization, and Learning Theory

Machine learning mathematics — the theoretical foundations underlying the training, generalization, and behavior of learning algorithms — spans statistical learning theory, optimization, approximation theory, information

machine learning neural network deep learning gradient descent backpropagation transformer
K_5_15 Verified Consciousness

K_5_15 — Neural Fractals & the Edge of Chaos: Brain Criticality and Complexity

The brain is poised at a critical point between order and chaos — and its fractality is not an accident but a functional necessity. In 2003, John Beggs and Dietmar Plenz published one of neuroscience's landmark papers: t

neural fractals edge of chaos brain criticality neuronal avalanches Beggs and Plenz 1/f EEG noise
ZD_2_15 Verified Information & Computation

ZD_2_15 — Transformer Architecture: Self-Attention and the Foundation of Modern AI

The transformer is a neural network architecture introduced in 2017 that replaced recurrent and convolutional models as the dominant paradigm in artificial intelligence. Its core innovation — the self-attention mechanism

transformer self-attention multi-head attention positional encoding encoder-decoder BERT
S_1_19 Credible Future Technology

S_1_19 — Neuromorphic Computing

Neuromorphic computing — the design of hardware and software systems inspired by the architecture and dynamics of biological neural networks — seeks to overcome the limitations of traditional von Neumann computing (seque

neuromorphic-computing spiking-neural-networks intel-loihi spinnaker brain-inspired memristor
W_5_25 Credible World Civilizations

W_5_25 — Silk Road & Ancient Trade Networks

The Silk Road — a term coined by German geographer Ferdinand von Richthofen in 1877 (Seidenstraße) — refers to the interconnected network of overland and maritime trade routes linking China, Central Asia, the Indian subc

Silk Road trade networks Sogdians caravansary spice trade incense route
K_3_15 Verified Consciousness

K_3_15 — Anesthesia and the Mechanisms of Consciousness Loss

General anesthesia — the reversible abolition of consciousness through pharmacological agents — is one of the most remarkable phenomena in medicine: it routinely eliminates subjective experience in millions of patients d

anesthesia consciousness-loss general-anesthesia neural-correlates propofol sevoflurane
K_3_17 Verified Consciousness

K_3_17 — Psychedelic Consciousness — DMT, Psilocybin Neural Effects

The psychedelic renaissance in neuroscience — a period of renewed scientific investigation beginning circa 2006 after decades of regulatory restriction — has produced an unprecedented body of neuroimaging, pharmacologica

psychedelic psilocybin DMT dimethyltryptamine LSD 5-HT2A receptor
K_2_17 Verified Consciousness

K_2_17 — Brain-Computer Interfaces: Neural Engineering, Neuroprosthetics, and the Brain-Machine Frontier

Brain-computer interfaces (BCIs) are systems that establish a direct communication pathway between the brain's electrical activity and external devices, bypassing normal neuromuscular channels. The concept was formalized

brain-computer interface BCI neuroprosthesis Utah Array BrainGate Neuralink
K_2_16 Verified Consciousness

K_2_16 — Optogenetics: Light-Controlled Neural Circuits

Optogenetics is a biological technique that uses genetically encoded light-sensitive proteins (opsins) to control the activity of specific neurons with millisecond precision using light. Developed primarily by Karl Deiss

optogenetics channelrhodopsin halorhodopsin archaerhodopsin ChR2 opsins
K_2_11 Verified Consciousness

K_2_11 — Default Mode Network: Brain at Rest and Self-Referential Consciousness

The Default Mode Network (DMN) is a large-scale brain network that is most active when a person is not focused on the external environment — during mind-wandering, daydreaming, self-referential thought, autobiographical

default mode network DMN resting state self-referential mind-wandering autobiographical memory
K_2_13 Verified Consciousness

K_2_13 — Attention Networks: Dorsal, Ventral, and Salience Systems

Attention — the selective allocation of processing resources to particular stimuli, locations, or tasks — is among the most studied phenomena in cognitive neuroscience and is intimately linked to consciousness: what we a

attention network dorsal attention ventral attention salience network Posner Corbetta
K_5_06 Verified Consciousness

K_5_06 — Dreaming and Consciousness: Why We Dream

Dreaming — the experience of structured hallucinatory consciousness during sleep — is one of the most remarkable features of the human mind and a central challenge for any theory of consciousness. Every night, for a tota

dream REM sleep consciousness lucid dream Hobson activation-synthesis
Q_1_08 Cosmology & Physics

Q_1_08 — Observable Universe and Cosmic Web

The observable universe has a diameter of ~93 billion light-years (comoving distance) and contains an estimated 2 trillion galaxies (Conselice et al. 2016), ~10²⁴ stars, and ~10⁸⁰ atoms. But its most striking feature is

cosmic web large-scale structure filament void supercluster Laniakea
ZC_5_19 Credible Social Science

ZC_5_19 — Network Society — Castells

Manuel Castells (born 1942 in Hellín, Spain), professor at the University of Southern California and emeritus at the University of California, Berkeley, produced one of the most ambitious sociological analyses of the lat

network society Manuel Castells information age informationalism space of flows timeless time
G_1_08 Verified Modern Frameworks

G_1_08 — Machine Learning in Archaeology — Pattern Recognition in the Past

Machine learning (ML) — the subset of artificial intelligence in which algorithms learn patterns from data rather than being explicitly programmed — is transforming archaeological practice across every stage of research:

machine learning artificial intelligence deep learning neural network convolutional neural network CNN
G_2_09 Credible Modern Frameworks

G_2_09 — Network Analysis in Archaeology — Trade, Communication, Influence

Network analysis — rooted in graph theory and social network analysis (SNA) — provides formal mathematical tools for modeling and analyzing the structure of relationships between archaeological entities: sites, regions,

network analysis graph theory social network trade network exchange interaction
G_2_07 Verified Modern Frameworks

G_2_07 — Power Laws, Scale-Free Networks, and Ancient Systems

A power law is a mathematical relationship of the form $P(x) \propto x^{-\alpha}$ in which the frequency of an event is inversely proportional to some power of its size — meaning that small events are extremely common, l

power law scale-free network Zipf's law Pareto distribution preferential attachment Barabási
G_2_05 Verified Modern Frameworks

G_2_05 — Graph Theory and Knowledge Network Analysis

Graph theory — the mathematical study of networks of nodes (vertices) connected by edges (links) — provides a rigorous framework for analyzing the structure of connections in systems ranging from ancient social hierarchi

graph theory network analysis knowledge graphs small world scale-free Euler
ZD_1_03 Information & Computation

ZD_1_03 — Information as Fundamental Reality

Multiple converging lines of evidence suggest information, not matter or energy, may be the most fundamental constituent of reality. From Wheeler's "It from Bit" to the holographic principle (3D reality encoded on 2D bou

information It from Bit Wheeler holographic principle Bekenstein bound Shannon entropy
ZD_3_08 Verified Information & Computation

ZD_3_08 — Cybersecurity and Network Security

Cybersecurity — the protection of computer systems, networks, and data from unauthorized access, damage, or disruption — has grown from a technical niche into a critical domain affecting national security, economic stabi

cybersecurity network security vulnerability exploit malware firewall