2023
Efficient Informed Proposals for Discrete Distributions via Newton’s Series Approximation
AISTATS 2023poster
Gradients have been exploited in proposal distributions to accelerate the convergence of Markov chain Monte Carlo algorithms on discrete distributions. However, these methods require a natural differentiable extension of the target discrete distribution, which often does not exist or does not provid…