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 12 of 16
ZD_4_03 — Numerical Methods and Scientific Computation: Algorithms for the Continuous World
Numerical methods are algorithms for approximately solving mathematical problems that lack closed-form analytical solutions — which is to say, most problems in science and engineering. From weather prediction to aircraft
ZD_2_06 — Ethics of AI and Algorithmic Bias
AI ethics examines the moral implications of designing, deploying, and governing artificial intelligence systems, while algorithmic bias refers to systematic errors in automated decision-making that produce unfair outcom
ZD_2_02 — Artificial Intelligence Foundations
Artificial intelligence (AI) — the field devoted to creating machines that exhibit intelligent behavior — was formally founded at the Dartmouth Conference (1956) organized by John McCarthy, Marvin Minsky, Nathaniel Roche
ZD_2_00 — AI Machine Learning: Subfolder Summary
H_2_12 — Peer Review: History, Flaws, and Gatekeeping Function
Peer review — the evaluation of scientific manuscripts by expert reviewers before publication — is the primary mechanism by which the scientific community certifies knowledge claims as meeting disciplinary standards of e
P_1_09 — Philosophy of Time
The philosophy of time addresses some of the deepest questions in metaphysics: Is time real or an illusion? Does the present moment have a special ontological status, or are past, present, and future equally real? Does t
P_1_01 — The Hard Problem of Consciousness
The Hard Problem of Consciousness, defined by philosopher David Chalmers in 1995, asks: Why does physical processing in the brain give rise to subjective experience? We can explain HOW neurons fire (the "easy problems")
P_5_16 — Philosophy of Information: Data, Knowledge, and Meaning in the Digital Age
The philosophy of information (PI) is a relatively new branch of philosophy that investigates the conceptual nature and fundamental principles of information — including its dynamics, utilization, and science. The field
ZE_5_01 — Ethics of Consent: Informed, Sexual, Political, and Medical
Consent — the voluntary agreement of a competent agent to a proposed action — is widely regarded as one of the fundamental moral concepts in liberal democratic societies. It serves as the crucial boundary between legitim
ZE_5_14 — Ethics of Promise and Contract: Trust, Binding Words, and Obligation
Promise-keeping is among the most fundamental moral obligations — yet its philosophical basis is surprisingly elusive. Why does uttering certain words ("I promise") create a binding moral obligation? The question has gen
ZE_5_20 — Ethics of Artificial Intelligence
The ethics of artificial intelligence addresses the moral, social, and existential challenges arising from the development and deployment of increasingly powerful AI systems. [KEY FINDING] Core issues span three horizons
ZE_4_02 — Ethics of Punishment and Restorative Justice
The ethics of punishment asks what justifies the state in deliberately imposing suffering — imprisonment, fines, community service, or historically corporal and capital punishment — on individuals who violate the law. Fo
ZE_4_01 — Just War Theory and Ethics of Violence
Just war theory — the ethical framework for evaluating when the use of military force is morally justified and how it may be conducted — has roots in classical antiquity (Cicero, Augustine) and medieval theology (Aquinas
ZE_2_11 — Liminality, Ritual Transition, and Ethics of Transformation
Liminality — from the Latin limen (threshold) — describes the ambiguous middle phase of ritual transitions where participants are "betwixt and between" established social categories. Arnold van Gennep (Les rites de passa
N_4_16 — Club of Rome & Limits to Growth
The Club of Rome is an international think tank founded on April 8, 1968, in Rome, by Aurelio Peccei (1908–1984), an Italian industrialist (former managing director of Fiat and co-founder of Olivetti), and Alexander King
R_3_03 — Evo-Devo: Evolutionary Developmental Biology
Evolutionary developmental biology ("evo-devo") reveals one of biology's most profound discoveries: the same small set of "toolkit" genes (Hox, Pax6, Sonic hedgehog, BMP, Wnt, etc.) controls body plan development across
R_2_04 — Homo Floresiensis: The Hobbit Mystery
In 2003, a team of Australian and Indonesian archaeologists discovered a tiny, near-complete hominin skeleton in Liang Bua cave on the island of Flores, Indonesia. Designated Homo floresiensis (Brown et al. 2004, Nature)
R_2_02 — Convergent Evolution and the Aquatic Ape Hypothesis
Convergent evolution — the independent development of similar features in unrelated lineages — is one of biology's most profound patterns. Eyes evolved independently at least 40-65 times (Fernald 2006). Echolocation evol
R_2_01 — Human Brain Evolution and the Cognitive Revolution
The human brain tripled in size over 3 million years — from ~400 cm³ (Australopithecus) to ~1,400 cm³ (modern Homo sapiens). This is the most dramatic encephalization in the history of life, and NO consensus exists on wh
R_1_03 — Mass Extinction Events
Life on Earth has endured at least five catastrophic mass extinctions in 540 million years, each eliminating 60–96% of all species. The "Big Five" are: End-Ordovician (~443 Mya, ~85% species lost), Late Devonian (~372 My
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