Ax Cheng Zeng, Harry W. Sullivan, Thomas Egg, Maya M. Martirossyan, Philipp H\"ollmer, Jirui Jin, Richard G. Hennig, Adrian Roitberg, Stefano Martiniani, Ellad B. Tadmor, Mingjie Liu 3/11/2026

MolCrystalFlow: Molecular Crystal Structure Prediction via Flow Matching

Flow-matching generative model for predicting periodic molecular crystal structures handling large molecules and complex interactions.

Ax Heisei Yonezawa, Ansei Yonezawa, Itsuro Kajiwara 3/11/2026

Continual uncertainty learning

Deep reinforcement learning approach for robust control under multiple uncertainties combining domain randomization and uncertainty learning.

Ax Yifei Zhang, Xu Yang, Xiao Yang, Bowen Xian, Qizheng Li, Shikai Fang, Jingyuan Li, Jian Wang, Mingrui Xu, Weiqing Liu, Jiang Bian 3/11/2026

Reasoning as Gradient: Scaling MLE Agents Beyond Tree Search

LLM-based agent (GOME) for machine learning engineering using gradient-based reasoning instead of tree search for efficient optimization.

Ax Martino Ciaperoni, Collin Leiber, Aristides Gionis, Heikki Mannila 3/11/2026

Khatri-Rao Clustering for Data Summarization

Clustering algorithm for data summarization using Khatri-Rao product to reduce redundancies in centroid-based cluster prototypes.

Ax Shaobo Wang, Youxin Jiang, Tianle Niu, Yantai Yang, Ruiji Zhang, Shuhao Hu, Shuaiyu Zhang, Chenghao Sun, Weiya Li, Conghui He, Xuming Hu, Linfeng Zhang 3/11/2026

DRUPI: Dataset Reduction Using Privileged Information

DRUPI: dataset reduction method using privileged information beyond input-label pairs for dataset condensation tasks.

Ax Tobias J\"ulg, Pierre Krack, Seongjin Bien, Yannik Blei, Khaled Gamal, Ken Nakahara, Johannes Hechtl, Roberto Calandra, Wolfram Burgard, Florian Walter 3/11/2026

Robot Control Stack: A Lean Ecosystem for Robot Learning at Scale

Robot Control Stack ecosystem for scalable vision-language-action model training and deployment, replacing traditional robotics frameworks.

Ax Yen-Ju Lu, Yashesh Gaur, Wei Zhou, Benjamin Muller, Jesus Villalba, Najim Dehak, Luke Zettlemoyer, Gargi Ghosh, Mike Lewis, Srinivasan Iyer, Duc Le 3/11/2026

Latent Speech-Text Transformer

Latent Speech-Text Transformer improving compute efficiency of speech-text models by reducing token sequence length through latent representations.

Ax Zhanke Zhou, Chentao Cao, Xiao Feng, Xuan Li, Zongze Li, Xiangyu Lu, Jiangchao Yao, Weikai Huang, Tian Cheng, Jianghangfan Zhang, Tangyu Jiang, Linrui Xu, Yiming Zheng, Brando Miranda, Tongliang Liu, Sanmi Koyejo, Masashi Sugiyama, Bo Han 3/11/2026

AlphaApollo: A System for Deep Agentic Reasoning

AlphaApollo agentic reasoning system addressing reasoning capacity and verification bottlenecks through multi-turn reasoning and trustworthy tool integration.