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Record W614305353

Randomization, relaxation, and complexity in polynomial equation solving : Banff International Research Station workshop on Randomization, Relaxation, and Complexity, February 28-March 5, 2010, Banff, Ontario, Canada

2011· book· en· W614305353 on OpenAlexaboutno aff
relaxation Randomization, Leonid Gurvits, Philippe Pébaÿ, J. Maurice Rojas, David Thompson

Bibliographic record

VenueAmerican Mathematical Society eBooks · 2011
Typebook
Languageen
FieldComputer Science
TopicPolynomial and algebraic computation
Canadian institutionsnot available
Fundersnot available
KeywordsMathematicsPolynomialCombinatoricsUnivariateDiscrete mathematicsMultivariate statisticsMathematical analysisStatistics
DOInot available

Abstract

fetched live from OpenAlex

Multivariate ultrametric root counting by M. Avendano and A. Ibrahim A parallel endgame by D. J. Bates, J. D. Hauenstein, and A. J. Sommese Efficient polynomial system solving by numerical methods by C. Beltran and L. M. Pardo Symmetric determinantal representation of formulas and weakly skew circuits by B. Grenet, E. L. Kaltofen, P. Koiran, and N. Portier Mixed volume computation in solving polynomial systems by T.-L. Lee and T.-Y. Li A search for an optimal start system for numerical homotopy continuation by A. Leykin Complex tropical localization, and coamoebas of complex algebraic hypersurfaces by M. Nisse Randomization, sums of squares, near-circuits, and faster real root counting by O. Bastani, C. J. Hillar, D. Popov, and J. M. Rojas Dense fewnomials by K. Rusek, J. Shakalli, and F. Sottile The numerical greatest common divisor of univariate polynomials by Z. Zeng

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.608
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.069
GPT teacher head0.283
Teacher spread0.214 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designTheoretical or conceptual
Domainnot available
GenreMethods

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".

Quick stats

Citations0
Published2011
Admission routes1
Has abstractyes

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