publications

2026

1. NeurIPS 2026

   

   LongBanana: An Expert-Verified Benchmark for Long-Context Multi-Reference Image Synthesis

   Haoxiang Cao, Yuxuan Zhang, Penghui Du, Bo Li, Jiajiong Cao, Yingying Fan, Zimeng Wu, Yifu Luo, Mingzhe Zheng, Junwen Miao, Huaisong Zhang, Yang Yao, Yu Wang, Dongfu Jiang, Ping Nie, Wenhu Chen, Changqian Yu, Kelsey R. Allen, and Chaoqun Wang

   NeurIPS, 2026

   arXiv
2. Tech Report

   

   τ0-VLA: a Hierarchical Robot Foundation Model with World-Model-Guided Test-Time Computation

   Tech Report, 2026

   arXiv Website
3. Preprint

   

   AgentIAD: Agentic Industrial Anomaly Detection via Adaptive Memory Augmentation

   Junwen Miao^*, Penghui Du^*, Yingying Fan^*, Yi Liu, Yu Wang, Runze He, Lida Huang, and Yan Wang

   Preprint, 2026

   arXiv
4. EMNLP 2026

   

   ClawBench: Can AI Agents Complete Everyday Online Tasks?

   Yuxuan Zhang, Yubo Wang, Yipeng Zhu, Penghui Du, Junwen Miao, Xuan Lu, Wendong Xu, Songcheng Cai, Dongfu Jiang, Yi Lu, Yunzhuo Hao, Minyi Lei, Kai Zou, Huifeng Yin, Ping Nie, Liang Chen, Wenhu Chen, and Kelsey R. Allen

   EMNLP Findings, COLM Workshop WAB, 2026

   arXiv Website
5. COLM 2026

   

   RewardHarness: Self-Evolving Agentic Post-Training

   Yuxuan Zhang^*, Penghui Du^*, Bo Li^*, Cong Wei^*, Junwen Miao, Huaisong Zhang, Songcheng Cai, Yubo Wang, Dongfu Jiang, Yuyu Zhang, Ping Nie, Wenhu Chen, Changqian Yu, and Kelsey R. Allen

   COLM, 2026

   arXiv Website
6. ICLR 2026

   

   SportR: A Benchmark for Multimodal Large Language Model Reasoning in Sports

   Haotian Xia^*, Haonan Ge^*, Junbo Zou^*, Hyun Woo Choi, Xuebin Zhang, Danny Suradja, Botao Rui, Ethan Tran, Wendy Jin, Zhen Ye, Xiyang Lin, Christopher Lai, Shengjie Zhang, Junwen Miao, Shichao Chen, Rhys Tracy, Vicente Ordonez, Weining Shen, and Hanjie Chen

   ICLR, 2026

   arXiv