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[Paper reading] Generative Agents: Interactive Simulacra of Human Behavior

Summary

They introduce a concept called generative agents. They describe an architecture that extends a large language model to store a complete record of the agent's experiences using natural language, synthesize those memories over time into higher-level reflections, and retrieve them dynamically to plan behavior.


Yujie LiuAbout 10 minPaper Reading NotesChatGPTLarge Language Model

Summary

Error classifications:

  • failure to satisfy specifications due to implementation error
  • failure to write specifications that correctly represent a design
  • failure to understand a requirement
  • failure to satisfy a requirement.

Error are always reflected in programs as:


Yujie LiuLess than 1 minutePaper Reading NotesTestingMutation TestingCoupling Effect
[Paper Reading] Investigations of the Software Testing Coupling Effect

[Paper Reading] Investigations of the Software Testing Coupling Effect

Two principles/hypothesis:

  • Competent Programmer Hypothesis
    • Since examples of complex faults that are not coupled to simple faults can be constructed, the coupling effect is probabilistic rather than absolute.
  • Coupling Effect

Yujie LiuLess than 1 minutePaper Reading NotesTestingMutation TestingCoupling Effect