Constrained Exploration via Reflected Replica Exchange Stochastic Gradient Langevin Dynamics. - Haoyang Zheng; Hengrong Du; Qi Feng 005; Wei Deng 002; Guang Lin 001 (ICML, 2024)

Reflected Schrödinger Bridge for Constrained Generative Modeling. - Wei Deng 002; Yu Chen; Nicole Tianjiao Yang; Hengrong Du; Qi Feng 005; Ricky Tian Qi Chen (UAI, 2024)

Efficient Solvers for Partial Gromov-Wasserstein. - Yikun Bai; Rocio Diaz Martin; Hengrong Du; Ashkan Shahbazi; Soheil Kolouri (CoRR, 2024)

A New Hybrid Automaton Framework with Partial Differential Equation Dynamics. - Tianshu Bao; Hengrong Du; Weiming Xiang 001; Taylor T. Johnson (CoRR, 2024)

Optimal Stochastic Trace Estimation in Generative Modeling. - Xinyang Liu; Hengrong Du; Wei Deng 002; Ruqi Zhang (AISTATS, 2025)

Linear Partial Gromov-Wasserstein Embedding. - Yikun Bai; Abihith Kothapalli; Hengrong Du; Rocio Diaz Martin; Soheil Kolouri (ICLR, 2025)

Partial Gromov-Wasserstein Metric. - Yikun Bai; Rocio Diaz Martin; Abihith Kothapalli; Hengrong Du; Xinran Liu; Soheil Kolouri (ICLR, 2025)

Non-Reversible Langevin Algorithms for Constrained Sampling. - Hengrong Du; Qi Feng; Changwei Tu; Xiaoyu Wang; Lingjiong Zhu (CoRR, 2025)

Fused Partial Gromov-Wasserstein for Structured Objects. - Yikun Bai; Huy Tran; Hengrong Du; Xinran Liu; Soheil Kolouri (CoRR, 2025)