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Automated property based testing for counterexamples.
  • Dr. Ingrid Falk-Weller
  • May 1, 2026
  • (0)
  • Software Engineering

Describe the Rule and Let the Machine Find the Counterexample

I remember sitting in a windowless server room three years ago, watching a distributed consensus module fail for the fourteenth time that hour. I had written hundreds of unit tests, each one passing with a satisfying green checkmark, yet the…

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XGBoost and LightGBM compared implementation diagram.
  • Dr. Ingrid Falk-Weller
  • May 1, 2026
  • (0)
  • Machine Learning

Two Implementations of the Same Idea With Different Priorities

I spent three months in a graduate lab once, chasing a 0.2% accuracy bump by blindly swapping libraries, only to realize I hadn’t actually understood why the loss curves were behaving so erratically. It’s a frustrating cycle: you see a…

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