Learning multivariate Gaussians with imperfect advice

A Bhattacharyya, D Choo, PG John… - arxiv preprint arxiv …, 2024 - arxiv.org
We revisit the problem of distribution learning within the framework of learning-augmented
algorithms. In this setting, we explore the scenario where a probability distribution is …

[PDF][PDF] Learning Probabilistic and Causal Models with (out) Imperfect Advice

A Bhattacharyya - 2025 - cxjdavin.github.io
From early education, we've learned a general problem-solving approach: abstract
realworld problems into models, solve them, and map the solutions back to reality. While …