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Kijung Jeon

2 accepted papers

2026

Efficient Diffusion Models under Nonconvex Equality and Inequality constraints via Landing

ICML 2026spotlight

Generative modeling within constrained sets is essential for scientific and engineering applications involving physical, geometric, or safety requirements (e.g., molecular generation, robotics). We present a unified framework for constrained diffusion models on generic nonconvex feasible sets $\Sigm…

Cited by 0SourceScholar
2025

Fast Non-Log-Concave Sampling under Nonconvex Equality and Inequality Constraints with Landing

NeurIPS 2025poster

Sampling from constrained statistical distributions is a fundamental task in various fields including Bayesian statistics, computational chemistry, and statistical physics. This article considers the cases where the constrained distribution is described by an unconstrained density, as well as additi…

Cited by 0SourceScholar