16 citations · 20 across the 10 of their papers we have counts for
3 papers · 1 filter
SEIS: Subspace-based Equivariance and Invariance Scores for Neural Representations
Huahua Lin, Katayoun Farrahi, Xiaohao Cai
Understanding how neural representations respond to geometric transformations is essential for evaluating whether learned features preserve meaningful spatial structure. Existing a…
SynthFormer: Equivariant Pharmacophore-based Generation of Synthesizable Molecules for Ligand-Based Drug Design
Zygimantas Jocys, Zhanxing Zhu, Henriette M. G. Willems +1
Drug discovery is a complex, resource-intensive process requiring significant time and cost to bring new medicines to patients. Many generative models aim to accelerate drug discov…
Improving the Robustness of Neural Multiplication Units with Reversible Stochasticity
Bhumika Mistry, Katayoun Farrahi, Jonathon Hare
Multilayer Perceptrons struggle to learn certain simple arithmetic tasks. Specialist neural modules for arithmetic can outperform classical architectures with gains in extrapolatio…