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Preface

2021· article· en· W4255138951 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

VenueJournal of Physics Conference Series · 2021
Typearticle
Languageen
FieldComputer Science
TopicWireless Signal Modulation Classification
Canadian institutionsnot available
Fundersnot available
KeywordsGovernment (linguistics)ChinaOrder (exchange)Public relationsPolitical scienceLibrary scienceComputer scienceBusinessLaw

Abstract

fetched live from OpenAlex

It is over one year since COVID-19 broke out. The whole world is still struggling against the virulent pandemic COVID-19. It is still difficult to take international travel. Many conferences are held virtually, for the sake of protecting all the participants and conference staff from get infected by the virus. It is uncertain when the COVID-19 will end, so it remains unclear for postponement time, while many scholars and researchers wanted to attend this long-waited conference and have academic exchanges with their peers. Therefore, in order to actively respond the call of the government, and meet author’s request, 2021 2nd International Conference on Signal Processing and Computer Science (SPCS 2021), which was planned to be held in Qingdao, China from August 20 to 22, was changed to be held online through Zoom software. This approach not only avoids people gathering, but also meets their communication needs. The SPCS 2021 was organized by AEIC Academic Exchange Information Center. It dedicated to create a platform for academic communications between specialists and scholars in the fields of Signal Processing and Computer Science. The conference created a path to establish a research relation for the authors and listeners with opportunities for collaboration and networking among the universities and institutions for promoting research and developing technologies. The conference brings together about 90 well-known scholars in the field of Signal Processing and Computer Science at home and abroad. The reports were divided into keynote speeches, oral presentations, and poster presentations to share their latest research results and experiences in related research fields. In the first part, each keynote speakers were allocated 30 minutes to present their talks via Zoom. After the keynote talks, all participants joined in a WeChat communication group to discuss more about the talks and presentations. We were greatly honor to have invited seven distinguished experts as our keynote speakers. Prof. Roberto Montemanni, from University of Modena and Reggio Emilia, Italy was the first one to perform a thought-provoking speech: Artificial Intelligence Applications in Logistics . And then we had Assoc. Prof. Lingling An, from Xidian University, China. She presented an insightful speech: Enhancement Mechanism of Cerebellar Neural Network Dynamics . Prof. Xinsong Yang, from Sichuan University, China. He made a wonderful speech: Synchronization And Control for Differential Equations with Discontinuous State on the Right-Hand Sides . Prof. Xinhua Tang, from Southeast University, China. His research topics include GNSS receiver techniques, GNSS/INS integrated navigation system, Multi-source integration systems, Precision agriculture, Autonomous vehicles etc. Prof. Haibin Zhu, from Nipissing University, Canada. He delivered a speech: E-CARGO and Role-Based Collaboration . Assoc. Prof. Marcin Paprzycki, from Systems Research Institute, Polish Academy of Sciences, Poland. His original research interests were in the area of high performance computing / parallel computing / computational mathematics. Over time, they shifted towards intelligent systems, software agents and agent systems, and application of semantic technologies, among others. Our finale keynote speaker, Prof. Hoshang Kolivand, from Liverpool John Moores University, UK was invited to perform a speech: Current and Future of Directions of Augmented and Virtual Reality . Their insightful speeches had triggered heated discussion in the third session of the conference. The WeChat discussion lasted for about 30 minutes. Every participant praised this conference for disseminating useful and insightful knowledge. We are glad to share with you that we received lots of submissions from the conference and we selected a bunch of high-quality papers and compiled them into the proceedings after rigorously reviewed them. These papers feature following topics but are not limited to: Signal Processing, Applications of Signal Processing, Communication and Broadband Networks, Computational Science and other relevant directions. All the papers have been through rigorous review and process to meet the requirements of international publication standard. We would like to thank the organization staff, the members of the program committees and reviewers. They have worked very hard in reviewing papers and making valuable suggestions for the authors to improve their work. We also would like to express our gratitude to the external reviewers, for providing extra help in the review process, and the authors for contributing their research result to the conference. Lastly, we would like to warmly thank all the authors who, with their presentations and papers, generously contributed to the lively exchange of scientific information that is so vital to the endurance of scientific conferences of this kind. Committee of SPCS 2021 List of titles Committee member are available in this Pdf.

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)0.000
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: Methods · Consensus signal: none
Teacher disagreement score0.951
Threshold uncertainty score0.262

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.002
Open science0.0000.000
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 head0.039
GPT teacher head0.254
Teacher spread0.215 · 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