Differential evolution MCMC in Julia?

Pigeons uses parallel tempering so it will require much more computation in general. And it also only supports the classic slice sampling algorithms by Neal (2003). SliceSampling.jl also provides a newer algorithm called latent slice sampling, which requires less tuning efforts and probably scales a little better to higher dimensions. But if your problem is challenging: multimodal or degenerate, Pigeons might be the only thing that works