Embarrassingly Parallel GFlowNets

no code implementations • 5 Jun 2024 • Tiago da Silva, Luiz Max Carvalho, Amauri Souza, Samuel Kaski, Diego Mesquita

First, in parallel, we train a local GFlowNet targeting each $R_n$ and send the resulting models to the server.

Human-in-the-Loop Causal Discovery under Latent Confounding using Ancestral GFlowNets

no code implementations • 21 Sep 2023 • Tiago da Silva, Eliezer Silva, Adèle Ribeiro, António Góis, Dominik Heider, Samuel Kaski, Diego Mesquita

Surprisingly, while CD is a human-centered affair, no works have focused on building methods that both 1) output uncertainty estimates that can be verified by experts and 2) interact with those experts to iteratively refine CD.

Causal Discovery Causal Inference +1