Publication From Easy to Hard++: Promoting Differentially Private Image Synthesis Through Spatial-Frequency Curriculum Chen Gong, Kecen Li, Zinan Lin, Tianhao Wang Usenix Security 2026 | February 2026 Project
Publication NI Sampling: Accelerating Discrete Diffusion Sampling by Token Order Optimization Enshu Liu, Xuefei Ning, Yu Wang, Zinan Lin ICLR 2026 | February 2026
Publication CORPGEN: Simulating Corporate Environments with Autonomous Digital Employees in Multi-Horizon Task Environments Abubakarr Jaye, Nigel Boachie Kumankumah, Chidera Biringa, Anjel Shaileshbhai Patel, Sulaiman Vesal, Dayquan Julienne, Charlotte Siska, Manuel Raúl Meléndez Luján, Anthony Twum-Barimah, Mauricio Velazco, Tianwei Chen February 2026
Publication Experiential Reinforcement Learning Taiwei Shi, Sihao Chen, Bowen Jiang, Linxin Song, Longqi Yang, Jieyu Zhao February 2026
Publication OMGs: A multi-agent system supporting MDT decision-making across the ovarian tumour care continuum Yangyang Zhang, Zilong Wang, Jianbo Xu, Yongqi Chen, C. Han, Zhihao Zhang, Shuai Liu, Hui Li, Huiping Zhang, Ziqi Liu, Jiaxin Chen, Jun Zhu, Zheng Feng, Hao Wen, X. Ju, Y. Zhong, Yunqiu Zhang, J. Duan, Jun Li, Dongsheng Li, Weijie Wang, Haiyan Zhu, Wei Jiang, Xiaohua Wu, Shuo Wang, Haiming Li, Qin-sheng Guo February 2026
Publication TestExplora: Benchmarking LLMs for Proactive Bug Discovery via Repository-Level Test Generation Steven Liu, Jane Luo, Xin Zhang, Aofan Liu, Hao Liu, J. Wu, Ziyang Huang, Yangyu Huang, Yu Kang, Scarlett Li February 2026 Github
Publication Optimizing Agent Planning for Security and Autonomy Aashish Kolluri, Rishi Sharma, Manuel Costa, Boris Köpf, Tobias Niessen, Mark Russinovich, Shruti Tople, Santiago Zanella-Béguelin ICLR 2026 | February 2026 Project
Publication ARO: A New Lens On Matrix Optimization For Large Models Wenbo Gong, Javier Zazo, Qijun Luo, Puqian Wang, James Hensman, Chao Ma February 2026 Video
Publication Statistical Estimation of Adversarial Risk in Large Language Models under Best-of-N Sampling Mingqian Feng, Xiaodong Liu, Weiwei Yang, Chenliang Xu, Chris White, Jianfeng Gao February 2026 Github