1 code implementation • 27 Mar 2024 • Hamidreza Kamkari, Brendan Leigh Ross, Jesse C. Cresswell, Anthony L. Caterini, Rahul G. Krishnan, Gabriel Loaiza-Ganem
We also show that this scenario can be identified through local intrinsic dimension (LID) estimation, and propose a method for OOD detection which pairs the likelihoods and LID estimates obtained from a pre-trained DGM.
2 code implementations • 14 Aug 2023 • Hamidreza Kamkari, Vahid Balazadeh, Vahid Zehtab, Rahul G. Krishnan
Estimating the causal structure of observational data is a challenging combinatorial search problem that scales super-exponentially with graph size.