Ax Sebastien Andre-Sloan, Anirbit Mukherjee, Matthew Colbrook 3/10/2026

Noisy PDE Training Requires Bigger PINNs

Analysis of Physics-Informed Neural Networks under noisy data, establishing conditions for low empirical risk on Hamilton-Jacobi-Bellman equations.

Ax Zihao Li, Zhichen Zeng, Xiao Lin, Feihao Fang, Yanru Qu, Zhe Xu, Zhining Liu, Xuying Ning, Tianxin Wei, Ge Liu, Hanghang Tong, Jingrui He 3/10/2026

Flow Matching Meets Biology and Life Science: A Survey

Survey on flow matching generative models applied to biological discovery including protein design, molecule generation, and drug discovery.

Ax Linus Aronsson, Han Wu, Morteza Haghir Chehreghani 3/10/2026

Cold-Start Active Correlation Clustering

Active learning method for correlation clustering in cold-start settings without initial pairwise similarity data.

Ax Hang Liu, Yuman Gao, Sangli Teng, Yufeng Chi, Yakun Sophia Shao, Zhongyu Li, Maani Ghaffari, Koushil Sreenath 3/10/2026

Ego-Vision World Model for Humanoid Contact Planning

World model and MPC framework for humanoid robot contact planning combining learned representations with sampling-based control.

Ax Marcus Hoerger, Muhammad Sudrajat, Hanna Kurniawati 3/10/2026

Vectorized Online POMDP Planning

Research on vectorized online POMDP planning for autonomous robot decision-making under partial observability with parallelization.