Nikolay Malkin

GFlowNets improve sampling accuracy from complex discrete distributions.

PQMass measures the quality of generative models using probability mass estimation.

Exploring new methods to improve diffusion models in generating complex distribution samples.

A new method enhances sampling efficiency for complex probability distributions.

Exploring how AI can improve mathematical reasoning and discovery.

A new approach enhances prompt diversity for safer language models.

Improving sample quality in machine learning through innovative methods.

GFlowNets enable effective sampling from complex distributions with strong generalization capabilities.

Examining strategies to create AI systems that prioritize safety and minimize risk.