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 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 GOT-Edit: Geometry-Aware Generic Object Tracking via Online Model Editing Shih-Fang Chen, Jun-Cheng Chen, I-Hong Jhuo, Yen-Yu Lin ICLR 2026 | February 2026
Publication Beyond Correctness: Learning Robust Reasoning via Transfer Hyunseok Lee, Soheil Abbasloo, Jihoon Tack, Jinwoo Shin February 2026