Active Learning-Assisted Directed Evolution.¶
Yang, J., Lal, R. G., Bowden, J. C., Astudillo, R., Hameedi, M. A., Kaur, S., Hill, M., et al. (2025). Active Learning-Assisted Directed Evolution. Nature Communications, 16.
Cited by¶
1 citation across 1 artifact.
Each citation links to the sentence it supports in the citing article.
Primes¶
- Fuzzing
- The further claim that software-side advances such as feedback-guided generation and triggering-input minimization were imported into directed-evolution lab practice does not survive checking: the feedback loop directed evolution actually acquired is machine-learning-derived, and the work describing it makes no reference to fuzzing.
This sourceCited as adverse to the claim this sentence used to make: the feedback loop directed evolution actually adopted is machine-learning-derived — "A supervised ML model with uncertainty quantification is trained to learn a mapping from sequence to fitness" — and the paper, from Frances Arnold's own group, makes no reference to software fuzzing. No located source documents a transfer of fuzzing technique into wet-lab directed-evolution practice.
- The further claim that software-side advances such as feedback-guided generation and triggering-input minimization were imported into directed-evolution lab practice does not survive checking: the feedback loop directed evolution actually acquired is machine-learning-derived, and the work describing it makes no reference to fuzzing.
Verification¶
This reference passed the adversarial substantiation pipeline: it was checked to exist and to support the claim it is attached to. See how references were verified.
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