论文与出版物 Improving Long-Context Summarization with Multi-Granularity Retrieval Optimization Xueyu Chen, Kaitao Song, Zifan Song, Dongsheng Li, Cairong Zhao AAAI 2026 | January 2026
论文与出版物 DocReward: A Document Reward Model for Structuring and Stylizing Junpeng Liu, Yuzhong Zhao, Bowen Cao, Jiayu Ding, Yilin Jia, Tengchao Lv, Yupan Huang, Shaohan Huang, Nan Yang, Li Dong, Lei Cui, Tao Ge, Xun Wang, Huitian Jiao, Sun Mao, Fnu Kartik, Siqing Chen, Wai Lam, Furu Wei October 2025
论文与出版物 AutoVerus: Automated Proof Generation for Rust Code Chenyuan Yang, Xuheng Li, Md Rakib Hossain Misu, Jianan Yao, Weidong Cui, Yeyun Gong, Chris Hawblitzel, Shuvendu Lahiri, Jay Lorch, Shuai Lu, Fan Yang, Ziqiao Zhou, Shan Lu Object-Oriented Programming, Systems, Languages & Applications (OOPSLA) | October 2025 Distinguished Artifact Award Github 项目
论文与出版物 Trade in Minutes! Rationality-Driven Agentic System for Quantitative Financial Trading Zifan Song, Kaitao Song, Guosheng Hu, Ding Qi, Junyao Gao, Xiaohua Wang, Dongsheng Li, Cairong Zhao ICLR 2026 | October 2025
论文与出版物 PixelCraft: A Multi-Agent System for High-Fidelity Visual Reasoning on Structured Images Shuoshuo Zhang, Zijian Li, Yizhen Zhang, Jingjing Fu, Lei Song, Jiang Bian, Jun Zhang, Yujiu Yang, Rui Wang ICLR 2026 | September 2025
论文与出版物 SysMoBench: Evaluating AI on Formally Modeling Complex Real-World Systems Qian Cheng, Ruize Tang, Emilie Ma, Finn Hackett, Peiyang He, Yiming Su, Ivan Beschastnikh, Yu Huang, Xiaoxing Ma, Tianyin Xu ICLR 2026 | September 2025
论文与出版物 VisCodex: Unified Multimodal Code Generation via Merging Vision and Coding Models Lingjie Jiang, Shaohan Huang, Xun Wu, Yixia Li, Dongdong Zhang, Furu Wei ICLR 2026 | August 2025
论文与出版物 LEOScope: Building a Global Testbed for Low-Earth Orbit Satellite Networks Saeed Fadaei, Shubham Tiwari, Aryan Taneja, Saksham Bhushan, Mohamed M. Kassem, Aravindh Raman, Debopam Bhattacherjee, Lili Qiu, Alan Woodward, Nishanth R. Sastry ACM SIGCOMM Computer Communication Review | July 2025, 第 55 卷(2): pp. 13-21
论文与出版物 MMInference: Accelerating Pre-filling for Long-Context VLMs via Modality-Aware Permutation Sparse Attention Yucheng Li, Huiqiang Jiang, Chengruidong Zhang, Qianhui Wu, Xufang Luo, Surin Ahn, Amir H. Abdi, Dongsheng Li, Jianfeng Gao, Yuqing Yang, Lili Qiu ICML 2025 | July 2025 Github 项目
论文与出版物 SocialCC: Interactive Evaluation for Cultural Competence in Language Agents Jincenzi Wu, Jianxun Lian, DingDong Wang, Helen Meng ACL 2025 | July 2025