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cs.CG2026
Beyond Homology: Non-Abelian and Orientability Invariants Sensitivity in Cellular Networks
Raghuwansh Raj, George Panagopoulos, Jun Pang
Topological deep learning (TDL) architectures are typically evaluated on synthetic complex pairs that differ in a target invariant. Yet, whether a model recovers that invariant or…
cs.LG2026
Real vs. Semi-Simulated: Rethinking Evaluation for Treatment Effect Estimation
George Panagopoulos
Estimating heterogeneous treatment effects with machine learning has attracted substantial attention in both academic research and industrial practice. However, the two communities…