Papers by Man Tat Alexander Ng
AROMA: Augmented Reasoning Over a Multimodal Architecture for Virtual Cell Genetic Perturbation Modeling (2026.findings-acl)
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| Challenge: | Existing methods for virtual cell genetic perturbation modeling suffer from unconstrained reasoning, uninterpretable predictions, and retrieval signals that are weakly aligned with regulatory topology. |
| Approach: | They propose an Augmented Reasoning Over a Multimodal Architecture for virtual cell genetic perturbation modeling. |
| Outcome: | The proposed model outperforms existing methods across multiple cell lines and remains robust under zero-shot evaluation on unseen cells. |