Towards Pareto-Optimal Tool-Integrated Agents with Pareto Ranking Policy Optimization
Junyi Li · Xiaowei Qian · Yingyi Zhang · Wenlin Zhang · Guojing Li · Sheng Zhang · Xiao Han · Yichao Wang · Xiangyu Zhao
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Junyi Li · Xiaowei Qian · Yingyi Zhang · Wenlin Zhang · Guojing Li · Sheng Zhang · Xiao Han · Yichao Wang · Xiangyu Zhao
FengXian Dong · Zhi Zheng · Xiao Han · Wei Chen · Jingqing Ruan · an Jiaotong University) · Yong Chen · Enhong Chen (University of Science and Technology of China &
Automated feature generation extracts informative features from raw tabular data without manual intervention and is crucial for accurate, generalizable machine learning. Traditional methods rely on predefined operator libraries and cannot leverage task semantics, limiting their ability to produce...
FU Yuqing · Yimin Deng · an Jiaotong University) · Yuhao Wang · an Jiaotong University) · Hongshi Liu · Yiqi Wang · Xiao Han · Maolin WANG · Guoshuai Zhao · Yi Chang · an Jiaotong University)
Multi-hop Question Answering (MHQA) aims to answer questions that require multi-step reasoning. The complexity of user queries, coupled with potential knowledge deficiencies in Large Language Models (LLMs), gives rise to two pivotal challenges that underpin the performance on this task: the corre...