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Record W118729324

Proceedings of the 2007 international symposium on Symbolic and algebraic computation

2007· article· en· W118729324 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldComputer Science
TopicComputability, Logic, AI Algorithms
Canadian institutionsnot available
Fundersnot available
KeywordsSymbolic computationComputer scienceSymbolic-numeric computationAlgebra over a fieldComputationTheoretical computer scienceSoftwareAutomatic differentiationAlgorithmProgramming languageMathematicsPure mathematics
DOInot available

Abstract

fetched live from OpenAlex

The International Symposium on Symbolic and Algebraic Computation (ISSAC) 2007 is the 20th meeting in the annual series of that name. Earlier meetings in the series were held variously under the abbreviated names SYMSAC, SYMSAM, EUROCAL and EUROCAM, tracing back to the first meeting, sponsored by ACM, in Washington, DC, in 1966. This year the meeting returns to Waterloo, Canada -- the site of the last meeting prior to the establishment of the ISSAC name -- from July 29th through August 1st. The meeting is devoted to research in computer algebra, covering the following Algorithmic Mathematics. Algebraic, symbolic and symbolic-numeric algorithms. Simplification, function manipulation, equations, summation, integration, ODE/PDE, linear algebra, number theory, group-theoretic and geometric computing. Computer Science. Theoretical and practical problems in symbolic computation. Systems, problem solving environments, user interfaces, software, libraries, parallel/distributed computing and programming languages for symbolic computation, analysis, benchmarking, complexity of computer algebra algorithms, automatic differentiation, code generation, mathematical data structures and exchange protocols. Applications. Problem treatments using algebraic, symbolic or symbolic-numeric computation in an essential or a novel way. Engineering, economics and finance, physical and biological sciences, computer science, logic, mathematics, statistics, education. . As is customary, ISSAC 2007 features invited talks, contributed papers, posters, tutorials, and software demos. These proceedings contain the contributed papers and abstracts of the tutorials. Poster abstracts will appear in a future issue of the SIGSAM Bulletin now entitled ACM Communications in Computer Algebra. There are also several satellite events associated with the conference. In particular we mention Symbolic-Numeric Computation (SNC) 2007 and Parallel Symbolic Computation (PASCO) 2007, both held at the University of Western Ontario just prior to ISSAC 2007. There were 98 papers submitted to ISSAC this year. The program committee selected the 50 papers appearing in these proceedings after careful evaluation including two or more referee reports (nearly 3.5 on average) per submission. We gratefully acknowledge the thorough and important work of the program committee members and referees, whose names appear on the following pages, and thank all the authors and lecturers for their contributions.

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 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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.718
Threshold uncertainty score0.303

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.009
GPT teacher head0.241
Teacher spread0.232 · 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

Quick stats

Citations20
Published2007
Admission routes1
Has abstractyes

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