Unfortunately it will not be recorded as far as I know

Will there be remote participation options?

I agree, everything beyond the dowhy ecosystem is abandoned or unmaintained

This is probably my very naive view, but in a chain or fork scenario, A and B would be correlated, but uncorrelated if conditioned for C. If you apply that and the collider knowledge to subsets of variables you might get a pretty good idea of the underlying graph.

I agree, however, causal discovery methods are not totally mumbo jumbo. For example, in a DAG A➡️C⬅️B, A and B would be uncorrelated. But if you condition on C they correlate. This can be tested using algorithms, discovering some (maybe causal) structure.

Causal discovery is quite an active area of research (also pursued by Judea Pearl) arxiv.org/abs/1301.2312

Causal Discovery from Changes

We propose a new method of discovering causal structures, based on the detection of local, spontaneous changes in the underlying data-generating model. We analyze the classes of structures that...

(1/2)^5 ?

Perfect, thanks

Paywalled, unfortunately 😕