2 papers
cs.LG2025
Interpretable Perturbation Modeling Through Biomedical Knowledge Graphs
Pascal Passigan, Kevin Zhu, Angelina Ning
Understanding how small molecules perturb gene expression is essential for uncovering drug mechanisms, predicting off-target effects, and identifying repurposing opportunities. Whi…
cs.LG2025
Negative Pre-activations Differentiate Syntax
Linghao Kong, Angelina Ning, Micah Adler +1
Modern large language models increasingly use smooth activation functions such as GELU or SiLU, allowing negative pre-activations to carry both signal and gradient. Nevertheless, m…