RESEARCH BASE
Search 3,721 documents across 34 fields — every claim tier-rated by evidence
3,633 are the core, quality-scored corpus (34 lettered sections — see How We Work); the remaining 88 are cross-corpus synthesis documents (68 InterDocs, 12 Connections, 8 Theories) also indexed here.
314 results for "PAC learning" — page 10 of 16
Q_3_08 — Planetary Formation and Protoplanetary Disks
Planets form within protoplanetary disks — rotationally supported structures of gas and dust orbiting newly formed stars, with typical masses of 0.1–10% of the stellar mass, radii of 10–1000 AU, and lifetimes of ~1–10 mi
INTERDOC_60 — AI Consciousness and Moral Status: The Triadic Framework
As AI systems cross behavioral thresholds once considered markers of intelligence — passing bar exams at the 90th percentile (GPT-4, March 2023), solving protein folding (AlphaFold2, 2020), exhibiting emergent reasoning
INTERDOC_78 — Earth School: The Hypothesis That Physical Life Is a Consciousness Curriculum
The "Earth School" metaphor captures a cluster of related beliefs held across the world's major spiritual traditions: that human life is a deliberate experience, that souls choose or are guided into incarnation for speci
INTERDOC_04 — Catastrophe-Migration-Civilization Cycle
The archaeological and paleoclimatic record reveals at least five major catastrophe-migration cycles in the last ~75,000 years, each following a recognizable pattern: a sudden environmental shock (volcanic eruption, cosm
ZB_2_12 — Biological Scaling and Allometry
Allometry — the study of how biological characteristics scale with body size — reveals some of the most universal quantitative laws in biology. From bacteria to blue whales, spanning 21 orders of magnitude in body mass,
ZB_1_09 — Tool Use in Animals
Tool use — defined as the deployment of an external object to alter the form, position, or condition of another object or organism — was once considered uniquely human. Since Jane Goodall's 1960 observation of chimpanzee
ZB_1_17 — Cognitive Ecology and Animal Decision-Making
Cognitive ecology — the study of how animals' cognitive abilities (perception, learning, memory, decision-making) have been shaped by the ecological challenges they face — bridges behavioral ecology, comparative psycholo
ZB_1_08 — Cephalopod Intelligence and Cognition
Cephalopods — octopuses, squid, cuttlefish, and nautiluses — represent the pinnacle of invertebrate cognitive evolution, having independently evolved complex brains and sophisticated behaviors along a lineage that diverg
ZB_1_10 — Sound Communication and Animal Vocalization
Sound communication is one of the most versatile and widespread signaling modalities in the animal kingdom, spanning frequencies from infrasound (elephants: ~14 Hz, traveling kilometers through air and ground) to ultraso
ZB_4_13 — Historical Ecology: Human-Ecosystem Co-Evolution through Time
Historical ecology investigates how human land use, management, domestication, exploitation, and settlement over centuries to millennia have shaped contemporary ecosystems, landscapes, and biodiversity patterns — reveali
ZB_3_17 — Invasive Species Ecology and Biological Invasions
Biological invasions — the introduction, establishment, spread, and impact of species outside their native range — are among the most significant drivers of global biodiversity loss, ecosystem change, and economic damage
ZC_5_16 — Computational Social Science: Big Data, Agent-Based Models, and Digital Behavioral Analysis
Computational social science (CSS) is the interdisciplinary field that applies computational methods — machine learning, natural language processing, network analysis, agent-based modeling, and large-scale data mining —
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
ZC_1_10 — Environmental Psychology
Environmental psychology examines the transactions between individuals and their physical surroundings — how built and natural environments influence human behavior, cognition, emotion, and well-being, and reciprocally,
ZC_1_11 — Psychology of Time
The psychology of time encompasses how humans perceive duration, orient themselves across past-present-future, and how temporal cognition influences decision-making, memory, motivation, and well-being.
ZC_4_22 — Urban Anthropology & City as Culture
Urban anthropology — the ethnographic study of life in cities — has grown from a marginal subfield to one of the most vital areas in contemporary social science as humanity has become a predominantly urban species: since
ZC_2_06 — Urban Sociology and City Planning
Urban sociology examines the social life, structures, and problems of cities, while city planning addresses the intentional design of urban spaces. By 2007, more than half of humanity lived in cities for the first time i
G_4_08 — Graham Hancock — Data-Driven Evaluation of Claims
Graham Hancock (b. 1950, Edinburgh) is a British journalist and author who has become the most prominent advocate of the "lost civilization" hypothesis — the idea that an advanced civilization existed before the end of t
G_1_02 — Digital Archaeology: LiDAR, Remote Sensing, GIS, and AI in Discovery
Digital archaeology encompasses a suite of non-invasive and computational technologies that have revolutionised how sites are discovered, documented, and interpreted. Airborne LiDAR has revealed entire cities beneath tro
G_3_11 — Information Theory and Biological Complexity
Information theory, founded by Claude Shannon (1948, A Mathematical Theory of Communication), provides a rigorous mathematical framework for quantifying information content, communication capacity, and complexity — conce
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