2 papers
cs.AI2025
Probabilistic Modeling of Spiking Neural Networks with Contract-Based Verification
Zhen Yao, Elisabetta De Maria, Robert De Simone
Spiking Neural Networks (SNN) are models for "realistic" neuronal computation, which makes them somehow different in scope from "ordinary" deep-learning models widely used in AI pl…
stat.ME2024
Identification and Estimation of the Bi-Directional MR with Some Invalid Instruments
Feng Xie, Zhen Yao, Lin Xie +2
We consider the challenging problem of estimating causal effects from purely observational data in the bi-directional Mendelian randomization (MR), where some invalid instruments,…