Bibliographic record
Abstract
s of Talks and Posters Reso Royal Garden Hotel Trondheim, Norway Sponsors: The North Atlantic Treaty Organization Iterated Systems, Inc. The Institute for Nonlieanr Science at the University of California San Diego Organizing committee: Yuval Fisher, University of California, San Diego, USA Geir Øein, Rogaland University Center, Norway. Claude Tricot, ' Ecole Polytechnique, Montr'eal, Canada. Jaques Vehel-Levy, INRIA, France. July 8-17, Contents Schedule of Talks Saturday, July 8 3 09:00--10:00 Opening Welcome Address, Yuval Fisher 10:15--11:15 Fractals in Signal Processing, Arnaud Jacquin 13:00--14:00 Iterated Set Maps, Michael Barnsley 14:15--15:15 Dimensions of Fractals and Multifractals I, Kenneth J Falconer 16:00--17:00 Adaptive Self-Quantization of Wavelet Subtrees: A Wavelet-Based Theory of Fractal Image Compression, Geoff Davis Sunday, July 9 5 09:00--10:00 On the benefits of basis orthogonalization in fractal compression, Geir E. Øien 10:15--11:15 Fractal Image Codi...
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".