作者位次 #4/6ICLR 2026Oral
LLM DNA: Tracing Model Evolution via Functional Representations
Zhaomin Wu · Haodong Zhao · Ziyang Wang · Jizhou Guo · Qian Wang · Bingsheng He
可解释性OpenReview
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Zhaomin Wu · Haodong Zhao · Ziyang Wang · Jizhou Guo · Qian Wang · Bingsheng He
Chunyu Miao · Henry Peng Zou · Yangning Li · Yankai Chen · Yibo Wang · Fangxin Wang · Yifan Li · Wooseong Yang · Bowei He · Xinni Zhang · Dianzhi Yu · Hanchen Yang · Hoang Nguyen · Yue Zhou · Jie Yang · Jizhou Guo · Wenzhe Fan · Chin-Yuan Yeh · Panpan Meng · Liancheng Fang · Jinhu Qi · Wei-Chieh Huang · Zhengyao Gu · Yuwei Han · Langzhou He · Yuyao Yang · Xue Liu · Irwin King · Philip Yu
Wei-Chieh Huang · Henry Peng Zou · Yaozu Wu · Dongyuan Li · Yankai Chen · Weizhi Zhang · Yangning Li · Angelo Zangari · Jizhou Guo · Chunyu Miao · Liancheng Fang · Langzhou He · Yinghui Li · Renhe Jiang · Philip S. Yu
Deep research frameworks have shown promising capabilities in synthesizing comprehensive reports from web sources. While deep research possesses significant potential to address complex issues through planning and research cycles, existing frameworks are deficient in sufficient evaluation procedu...
Henry Peng Zou · Wei-Chieh Huang · Yaozu Wu · Jizhou Guo · Yankai Chen · Chunyu Miao · Hoang H Nguyen · Yue Zhou · Weizhi Zhang · Liancheng Fang · Hanrong Zhang · Fangxin Wang · Pengfei Zhang · Langzhou He · Yangning Li · Dongyuan Li · Renhe Jiang · Philip S. Yu
Recent advances in large language models (LLMs) have sparked growing interest in building fully autonomous agents. However, fully autonomous LLM-based agents still face significant challenges, including limited reliability due to hallucinations, difficulty in handling complex tasks, and substanti...
Jizhou Guo · Zhaomin Wu · Hanchen Yang · Philip S. Yu