Common Tropes in BioML Papers Criticized
rishabh16_ · x · 2026-07-13
Commenting on the "tropes" found in BioML papers:
- First, create a benchmark that doesn't align with real biological goals;
- Next, package the model with a bunch of jargon;
- Then, compare it against inappropriate models or models out of the same context;
- Finally, give the method the trendiest name possible.
The quoted section adds that the quality of some accepted BioML papers is "absolutely terrible," and this isn't a rare occurrence but has persisted across major ML conferences for years.
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