2 papers
cs.LG2026
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…
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…