Leonardo Ripoli and I arxived the paper "Sequential Monte Carlo with active subspaces". Within an SMC sampler we adaptively identify directions in which the likelihood is not informative, and use this to improve MCMC efficiency at each iteration of the SMC. https://arxiv.org/abs/2411.05935