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 16 of 16
E_1_16 — Thera/Santorini Eruption: Detailed Analysis of the Minoan Catastrophe
The eruption of Thera (modern Santorini, Greece) was one of the largest volcanic events in the Holocene — estimated at VEI 6–7 (Volcanic Explosivity Index), ejecting approximately 30–80 km³ of magma (dense rock equivalen
E_1_17 — Toba Supereruption: Genetic Bottleneck and Climate Catastrophe
The Toba supereruption — occurring approximately 74,000 years ago (74 ka) on the island of Sumatra, Indonesia — was the largest volcanic eruption of the last 2 million years and one of the most catastrophic events in hum
ZG_1_16 — Rongorongo: The Undeciphered Script of Rapa Nui
Rongorongo is a system of glyphs discovered on wooden tablets and other artifacts from Rapa Nui (Easter Island), first reported to the outside world by Eugène Eyraud, a French missionary, in 1864. Approximately 26 surviv
INTERDOC_08 — Ocean-Climate-Civilization Nexus
The relationship between ocean systems and human civilization is one of the most consequential and least integrated topics in historical analysis — most conventional histories treat the ocean as a static background, when
T_3_14 — Cognitive Load Theory: Working Memory, Schema Acquisition, and Instructional Design
Cognitive Load Theory (CLT) — developed by John Sweller (University of New South Wales, 1988–present) — is the most influential theory connecting cognitive architecture (specifically the severe limitations of working mem
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
ZD_2_12 — Generative AI: Large Language Models, Diffusion, and the Transformer Revolution
Generative AI refers to artificial intelligence systems capable of creating new content — text, images, audio, video, code, 3D models — that is novel, coherent, and often indistinguishable from human-created work. The fi
ZD_2_17 — AI Alignment & Existential Risk
AI alignment — the challenge of ensuring artificial intelligence systems pursue goals consistent with human values and intentions — has emerged as one of the defining technical and philosophical problems of the 21st cent
ZD_2_09 — Recommender Systems: Collaborative Filtering, Content-Based, and Hybrid Approaches
Recommender systems (RecSys) are algorithms and architectures that predict user preferences and suggest relevant items — products, movies, music, news articles, social media posts, job listings, potential partners — from
R_2_12 — Tool Use in Animals: Corvids, Primates, Dolphins, and Cognitive Evolution
Tool use — the employment of an external object to alter the form, position, or condition of another object or organism — was once considered uniquely human, a defining cognitive threshold separating Homo sapiens from al
S_4_20 — Terraforming Technology
Terraforming — the hypothetical process of deliberately modifying a planet's atmosphere, temperature, surface topography, or ecology to make it habitable for Earth life — represents one of the most ambitious long-term en
F_1_00 — Trans Oceanic Migration: Subfolder Summary
F_1_17 — Austronesian Expansion: From Taiwan to Madagascar and Easter Island
The Austronesian expansion is the largest maritime diaspora in human history, spanning from Taiwan (c. 3500–3000 BCE) across the Pacific and Indian Oceans to ultimately reach Madagascar (c. 500–800 CE) in the west and Ra
V_4_25 — Bayesian Inference: Probability as Rational Belief Updating
Bayesian inference — the mathematical framework for updating beliefs in light of evidence using Bayes' theorem — has become one of the most powerful and contested ideas in modern science. Named after Reverend Thomas Baye
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