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The PhD Metagame: Don't Make Things Actually Work

a year ago
  • #PhD research
  • #machine learning
  • #academic publishing
  • PhD research often focuses on narrow advancements rather than creating fully functional systems.
  • Attempting to bridge the gap between research and practical applications can consume excessive time and hinder academic progress.
  • A case study highlights errors in a video captioning model that were not addressed because they were outside the paper's scope.
  • Fixing such errors requires solving numerous lower-level problems, which is often impractical for a PhD project.
  • Many PhD students, especially in robotics, fall into the trap of trying to make their research practically useful, delaying their academic progress.
  • Resisting the urge to build fully functional systems is crucial for maintaining focus on publishable research.
  • The academic community values certain types of problems over others, making it hard to publish work focused on fixing many small issues.
  • Advancements in technology can quickly render previous solutions obsolete, emphasizing the importance of timely publication.
  • The authors of the cited paper made the right decision to publish despite imperfections, advancing their careers.