HarnessX: A Composable, Adaptive, and Evolvable Agent Harness Foundry

Tingyang Chen*, Shuo Lu*, Kang Zhao*, Weicheng Meng, Hanlin Teng, Tianhao Li, Chao Li, Xule Liu, Jian Liang, Zhizhong Zhang, Yuan Xie, Heng Qu, Kun Shao, Jian Luan

Arxiv , GitHub

R^3: Replay, Reflection, and Ranking Rewards for LLM Reinforcement Learning

Zhizheng Jiang*, Kang Zhao*, Weikai Xu, Xinkui Lin, Wei Liu, Jian Luan, Shuo Shang, Peng Han

Arxiv

Unimc: A unified framework for long-term memory conversation via relevance representation learning

Kang Zhao, Wei Liu, Jian Luan, Minglei Gao, Li Qian, Hanlin Teng, Bin Wang

Arxiv

GAR-Net: A graph attention reasoning network for conversation understanding[J]

Hua Xu*, Ziqi Yuan*, Kang Zhao*, Yunfeng Xu, Jiyun Zou, Kai Gao

GitHub

Consistent representation learning for continual relation extraction[C]

Kang Zhao, Hua Xu, Jiangong Yang, Kai Gao

Arxiv , GitHub

Representation iterative fusion based on heterogeneous graph neural network for joint entity and relation extraction[J]

Kang Zhao, Hua Xu, Yue Cheng, Xiaoteng Li, Kai Gao

GitHub , PDF

HarnessPAI: An Evolving Harness for Physical AI

Xin Wang, Wenhao Wu, Menghao Zhang, Zhi Wang, Kun Shao, Jian Luan, Yang Li, Qing Li, Shangding Gu, Huichi Zhou, Shuqing Shi, Fei Ni, Shuo Lu, Weicheng Meng, Kang Li, Jin Wu, Kang Zhao, Shangmin Guo, Gen Li, Yongqiang Tang, Zhizhong Zhang, Yuan Xie, Heng Qu

Arxiv , GitHub

AppDeltaWorld: Transition-Grounded Delta Code World Model for Mobile GUI Agents

Weikai Xu*, Yunren Feng*, Haoxiang Lei*, Kun Huang, Yuxuan Liu, Kang Zhao, Xiaolin Hu, Shuo Shang, Bo An

Arxiv

Subllm: A novel efficient architecture with token sequence subsampling for llm[C]

Quandong Wang, Yuxuan Yuan, Xiaoyu Yang, Ruike Zhang, Kang Zhao, Wei Liu, Jian Luan, Daniel Povey, Bin Wang

Arxiv , GitHub

TEXTOIR: An integrated and visualized platform for text open intent recognition[C]

Hanlei Zhang, Xiaoteng Li, Hua Xu, Panpan Zhang, Kang Zhao, Kai Gao

Arxiv , GitHub