逆转计算机科学会议的僵化

  • Main point: Computer science conferences play a prominent role as a publication venue rather than just a meeting opportunity. However, they are facing issues such as bureaucratization and a focus on careerism that threaten their original purpose.
  • Key information:

    • Conferences have been the first choice for new research publication for decades, and attempts to tweak selection mechanisms haven't changed the situation.
    • The existing conference culture may not fully foster innovation as many contributions are considered banal. Some important papers were not published in traditional conferences.
    • Bureaucratization of science is making conferences less relevant, with a global academic and industry business drawing in more money and participants.
    • Conferences have shifted from reporting and discussing innovative ideas to a yearly exam and resume-building exercise for members, with the careerist goal dominating.
    • Conferences have imposed rigid rules on bibliographic references and refereeing, looking for tiny deviations from the accepted standard.
    • There is a problem with the dismissal of conceptual work without systematic quantitative studies, and the enforcement of a single dogma.
    • PC members are often junior and ambitious academics, and the anonymity of refereeing leads to problems.
  • Important details:

    • Examples like the original bitcoin paper and the "Attention is All You Need" paper show that traditional conferences may not be suitable for all important research.
    • Specific rules in conference calls for papers, such as the requirement for author-year citations, have no connection to research quality.
    • The dominance of the careerist approach leads to referees looking for reasons to reject papers rather than accepting them.
    • The idea that innovation proceeds by departing from the standard is emphasized.
    • Some suggestions to improve conferences include instilling a culture of accepting deficiencies and simplifying the call for papers.
    • The responsibility for conference management should be in the hands of the most competent experts in the field.
    • The spectacular revival of conferences after the Covid hiatus shows the need for them.
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