Soft Uncertain acquisition function (MLP surrogate)
Acquisition function that samples genes with probabilities from a temperature softmax over the uncertainty of a multi-layer perceptron outcome model.
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- Soft Uncertain acquisition function on an MLP surrogate (Roohani et al. 2025) Configuration · configuration of this method · 6 evaluations · 12 results
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Sources and history
Release 2026-11-02-a7f03c9e55a5 · Record review: source checked
1 source record and release history
- BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments · Original source · arXiv:2405.17631 version 3, updated 2025-03-09; published as a conference paper at ICLR 2025
Technical metadata and extraction receipts
Stable ID: tgtval-20261009-method-soft-uncertain
- areas
- cells-tissues
- contexts
- research
- method types
- supervised_machine_learning
- reported name
- Soft Uncertain acquisition function (MLP surrogate)
- entity level
- method
- source locator
- Roohani et al. 2025 section 4.1 (baselines)
- missing metadata
- version: reason: inapplicable; note: Family record; settings are on configurations
- provenance note
- Implemented in the GeneDisco benchmark; every baseline pairs a multi-layer perceptron outcome model with one acquisition function.