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 1 of 16
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
ZD_2_01 — Machine Learning Mathematics
Machine learning — the science of algorithms that improve through experience — rests on a rich mathematical foundation spanning optimization, statistics, linear algebra, probability, and functional analysis. The core mat
M_4_09 — Younger Dryas Impact and Lost Civilization Hypothesis
The Younger Dryas Impact Hypothesis (YDIH) proposes that a cosmic impact or airburst event approximately 12,800 years ago (12.8 ka BP) triggered the Younger Dryas cold reversal — a ~1,300-year return to near-glacial cond
M_2_13 — Nan Madol — Pacific Megalithic Mystery
Nan Madol — a complex of 92 artificial islets built on a coral reef flat off the southeastern shore of Pohnpei (Federated States of Micronesia) — is the only ancient city in the world built entirely on water, and one of
A_4_38 — Navajo & Apache Creation Stories
The Navajo (Diné) and Apache (Ndé) peoples of the American Southwest share a common Athabaskan (Na-Dené) linguistic and cultural heritage that sets them apart from their Puebloan neighbors (Hopi, Zuñi, Pueblo) while also
U_5_10 — Architecture as Cultural Expression: Sacred and Civic Space
Architecture — the design and construction of buildings and spatial environments — is simultaneously a practical art (shelter, function, structure) and a profound form of cultural expression, embodying a society's cosmol
W_5_12 — Lapita Culture: Pacific Colonization and Pottery Horizon
The Lapita cultural complex (c. 1600/1500–500 BCE) was the foundational maritime culture that colonized Remote Oceania — transforming the Pacific from a barrier into a highway and ultimately giving rise to the Polynesian
ZH_3_16 — Polynesian Star Compass: Celestial Navigation of the Pacific
The Polynesian star compass represents one of humanity's most sophisticated non-instrument navigation systems — enabling deliberate, repeatable voyages across thousands of miles of open Pacific Ocean centuries before Eur
C_5_17 — Pacific Navigation Mythology: Celestial Wayfinding in Oral Tradition
Pacific navigation mythology — the body of oral traditions, hero cycles, and cosmological narratives that encode celestial wayfinding knowledge within Polynesian, Micronesian, and Melanesian cultural frameworks — represe
C_5_33 — Oceanic Mythology: Pacific Creation Stories and Polynesian Cosmology
The mythologies of the Pacific — spanning Polynesia, Melanesia, and Micronesia across the world's largest ocean — represent some of humanity's most elaborate oral traditions, encoding navigational knowledge, ecological u
E_4_26 — Younger Dryas Impact Evidence: A Comprehensive Review
The Younger Dryas Impact Hypothesis (YDIH) proposes that one or more extraterrestrial objects (comet or asteroid fragments) struck or exploded over the Earth approximately 12,900 years ago (12.9 ka BP), triggering the Yo
E_4_27 — Chicxulub Impact and the K-Pg Mass Extinction
The Chicxulub impact was a catastrophic asteroid strike that occurred approximately 66.043 ± 0.011 million years ago at what is now the Yucatan Peninsula, Mexico, marking the boundary between the Cretaceous and Paleogene
E_1_12 — Impact Winter Theory: Nuclear Winter and Chicxulub Parallels
The impact winter hypothesis describes the catastrophic global darkening and cooling that follows a major asteroid or comet impact, caused by the injection of vast quantities of dust, soot, and aerosols into the Earth's
E_1_13 — Cosmic Impact Markers: Nanodiamonds, Microspherules, Platinum
Cosmic impact markers are distinctive mineralogical, geochemical, and textural features preserved in geological strata that provide evidence for extraterrestrial impact events — including asteroid/comet impacts and airbu
E_1_10 — Impact Crater Morphology and Effects
Hypervelocity impact cratering — the formation of craters by the collision of asteroids, comets, and meteoroids with planetary surfaces at speeds of 11–72 km/s — is one of the most fundamental geological processes in the
Q_1_18 — Loop Quantum Gravity: Discrete Spacetime and the Planck Scale
Loop Quantum Gravity (LQG) is one of two major approaches (alongside string theory) to the quantization of general relativity — the long-sought unification of quantum mechanics and Einstein's theory of gravity. LQG's fou
INTERDOC_19 — Cosmic Impact, Mythology, and Cultural Memory
[KEY FINDING] The Younger Dryas Impact Hypothesis (YDIH) — first proposed by Richard Firestone, Allen West, and Simon Warwick-Smith (2006–2007) — argues that a cosmic impact or airburst event ~12,800 BP triggered the You
G_4_25 — Space Settlement and Interplanetary Civilization
Space settlement theory addresses the technical, biological, and sociological requirements for establishing permanent self-sustaining human communities beyond Earth. The modern framework was established by physicist Gera
O_1_10 — Carrington Event and Space Weather Threats to Earth
The Carrington Event of September 1–2, 1859 was the most intense geomagnetic storm in recorded history — caused by a massive coronal mass ejection (CME) from the Sun that struck Earth's magnetosphere approximately 17.6 h
O_2_05 — Tektites and Meteorite Impact Glass
Tektites are natural glassy objects formed when hypervelocity meteorite impacts melt and eject terrestrial target rock, which solidifies during flight through the atmosphere and lands hundreds to thousands of kilometers
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