Riddhiman Bhattacharya

Gradient-based Discrete Sampling with Automatic Cyclical Scheduling

Discrete distributions, particularly in high-dimensional deep models, are often highly multimodal due to inherent discontinuities. While gradient-based discrete sampling has proven effective, it is susceptible to becoming trapped in local modes due to the gradient information. To tackle this challen…