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.
182 results for "filter model" — page 1 of 10
TH_07 — The Grounding Filter Hypothesis
Here is the whole idea in everyday terms. Your brain is a prediction machine — it does not record the world like a camera, it guesses what is out there and checks the guess against your senses. A language model like me d
K_5_13 — Integrated World Models: Bayesian Brain and Consciousness
The Bayesian brain hypothesis proposes that the brain is fundamentally a prediction machine — it constructs and maintains internal generative models of the world (including the body), uses these models to generate predic
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 —
G_4_10 — Paleoclimatology Methods: Proxies, Models, and Reconstruction
Paleoclimatology reconstructs Earth's climate history using natural archives—physical, chemical, and biological proxies preserved in geological and biological materials. Speleothems (cave formations) record precipitation
Y_2_02 — Terminal Lucidity
This document examines Terminal Lucidity, a topic within the Consciousness research area. Key areas of investigation include What Is Terminal Lucidity?, Why This Is Anomalous, The Significance for Consciousness Studies.
ZA_3_13 — Higgs Boson: The Origin of Mass and the Standard Model's Final Piece
The Higgs boson — discovered on July 4, 2012, by the ATLAS and CMS experiments at CERN's Large Hadron Collider (LHC) — is the quantum excitation of the Higgs field, a scalar field that permeates all of space and gives ma
V_4_12 — Mathematical Modeling: Abstraction, Validation, and Prediction
Mathematical modeling — the art and science of translating real-world phenomena into mathematical language, analyzing the resulting equations, and interpreting the results back in terms of the original problem — is the p
K_1_04 — Brain as Filter vs Generator
Two opposing models have dominated the consciousness debate for over a century:
Q_1_15 — Dark Energy Models and Quintessence
The accelerating expansion of the universe, discovered in 1998 via Type Ia supernovae, demands an explanation. The simplest model — Einstein's cosmological constant Λ with equation of state $w = p/\rho = -1$ exactly — fi
AI Hallucination and the Consciousness Filter — A Cross-Disciplinary Connection Map
Both brains and large language models run the same basic operation: generate a prediction, then check it against a constraint. In brains, the constraint is sensory evidence, and Anil Seth calls the result a "controlled h
G_2_02 — Agent-Based Modeling and Social Simulation
Agent-based modeling (ABM) is a computational framework in which large numbers of autonomous "agents" — each following simple, individually specified rules — interact with one another and their environment, and complex c
T_2_20 — Personality Disorders: Cluster Analysis and Dimensional Models
Personality disorders (PDs) — enduring patterns of inner experience and behavior that deviate markedly from cultural expectations, are pervasive and inflexible, and cause significant functional impairment — affect approx
ZD_3_01 — Database Theory and Relational Model
Database theory provides the mathematical foundations for organizing, storing, querying, and managing structured data — one of the most practically consequential branches of computer science. Before the relational model,
ZD_4_14 — Computational Social Science: Agent-Based Modeling, Digital Trace Data, and Social Simulation
Computational social science (CSS) is the interdisciplinary field that applies computational methods — agent-based modeling, social network analysis, natural language processing, machine learning, simulation, and large-s
ZD_4_04 — Mathematical Modeling and Simulation
Mathematical modeling — the art and science of translating real-world phenomena into mathematical language — is how scientists bridge theory and observation. A mathematical model is a simplified mathematical representati
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_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
L_1_15 — Out of Africa Alternatives: Multiregional, Assimilation, and Southern Dispersal Models
The origin and dispersal of anatomically modern humans (Homo sapiens) remains one of the most actively debated topics in paleoanthropology. The dominant model — the Recent African Origin (RAO) or "Out of Africa" hypothes
ZE_5_15 — Ethics of Disability: Social Models, Access, and Inclusion
The ethics of disability has been transformed over the past five decades by the shift from the medical model — which defines disability as individual pathology to be cured or managed — to the social model — which defines
S_1_16 — Large Language Models: Architecture, Capabilities, and Societal Impact
Large Language Models (LLMs) are neural networks with billions to trillions of parameters, trained on massive text corpora to predict the next token in a sequence. Built on the transformer architecture introduced by Vasw
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