RESEARCH BASE

Search 3,721 documents across 34 fields — every claim tier-rated by evidence

3,721 Documents 34 Sections 43,625 Citations 34,852 Keywords Indexed 4 Evidence Tiers

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 Verified Cataclysms & Chronology

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

Thera Santorini Minoan eruption LBA caldera Akrotiri
E_1_17 Verified Cataclysms & Chronology

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

Toba supereruption VEI-8 volcanic winter genetic bottleneck Homo sapiens
ZG_1_16 Verified Linguistics & Communication

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

Rongorongo Rapa Nui Easter Island undeciphered script boustrophedon Rapanui
Verified

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

ocean circulation thermohaline AMOC sea level El Niño fishery collapse
T_3_14 Verified Psychology & Social

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

cognitive load theory CLT Sweller working memory intrinsic load extraneous load
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
ZD_2_12 Verified Information & Computation

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

generative AI large language model LLM GPT transformer diffusion model
ZD_2_17 Credible Information & Computation

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

AI alignment existential risk superintelligence value alignment instrumental convergence corrigibility
ZD_2_09 Verified Information & Computation

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

recommender systems collaborative filtering content-based filtering matrix factorization Netflix Prize personalization
R_2_12 Verified Biology & Evolution

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

tool use animal cognition New Caledonian crow chimpanzee dolphin sea otter
S_4_20 Credible Future Technology

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

terraforming Mars Venus planetary engineering atmosphere modification greenhouse gases
F_1_00 Lost Connections

F_1_00 — Trans Oceanic Migration: Subfolder Summary

F_1_17 Verified Lost Connections

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

Austronesian Out of Taiwan Lapita Polynesian voyaging outrigger canoe Madagascar
V_4_25 Verified Mathematics & Information

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

bayesian inference bayes theorem prior probability posterior probability likelihood bayesian statistics