2 papers
stat.ML2025
From Global to Local: A Scalable Benchmark for Local Posterior Sampling
Rohan Hitchcock, Jesse Hoogland
Degeneracy is an inherent feature of the loss landscape of neural networks, but it is not well understood how stochastic gradient MCMC (SGMCMC) algorithms interact with this degene…
cs.LG2025
Emergence of Computational Structure in a Neural Network Physics Simulator
Rohan Hitchcock, Gary W. Delaney, Jonathan H. Manton +2
Neural networks often have identifiable computational structures - components of the network which perform an interpretable algorithm or task - but the mechanisms by which these em…