Editorial: Special Issue “The Distributed Ghost”—Cellular Automata, Distributed Dynamical Systems, and Their Applications to Intelligence
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
August 16 2024 Editorial: Special Issue "The Distributed Ghost"—Cellular Automata, Distributed Dynamical Systems, and Their Applications to Intelligence In Special Collection: CogNet Stefano Nichele, Stefano Nichele Østfold University College, NorwayOslo Metropolitan University, Norway Search for other works by this author on: This Site Google Scholar Hiroki Sayama, Hiroki Sayama Binghamton University, USAWaseda University, Japan Search for other works by this author on: This Site Google Scholar Eric Medvet, Eric Medvet University of Trieste, Italy Search for other works by this author on: This Site Google Scholar Chrystopher Nehaniv, Chrystopher Nehaniv University of Waterloo, Canada Search for other works by this author on: This Site Google Scholar Mario Pavone Mario Pavone University of Catania, Italy Search for other works by this author on: This Site Google Scholar Author and Article Information Stefano Nichele Østfold University College, NorwayOslo Metropolitan University, Norway Hiroki Sayama Binghamton University, USAWaseda University, Japan Eric Medvet University of Trieste, Italy Chrystopher Nehaniv University of Waterloo, Canada Mario Pavone University of Catania, Italy Online ISSN: 1530-9185 Print ISSN: 1064-5462 © 2024 Massachusetts Institute of Technology2024Massachusetts Institute of Technology Artificial Life 1–3. https://doi.org/10.1162/artl_e_00450 Cite Icon Cite Permissions Share Icon Share Facebook Twitter LinkedIn Email Views Icon Views Article contents Figures & tables Video Audio Supplementary Data Peer Review Search Site Citation Stefano Nichele, Hiroki Sayama, Eric Medvet, Chrystopher Nehaniv, Mario Pavone; Editorial: Special Issue "The Distributed Ghost"—Cellular Automata, Distributed Dynamical Systems, and Their Applications to Intelligence. Artif Life 2024; doi: https://doi.org/10.1162/artl_e_00450 Download citation file: Ris (Zotero) Reference Manager EasyBib Bookends Mendeley Papers EndNote RefWorks BibTex toolbar search Search Dropdown Menu toolbar search search input Search input auto suggest filter your search All ContentAll JournalsArtificial Life Search Advanced Search This content is only available as a PDF. © 2024 Massachusetts Institute of Technology2024Massachusetts Institute of Technology Article PDF first page preview Close Modal You do not currently have access to this content.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it