Author

Tongxin Li

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#artificial intelligence Review Jun 2026

EComAgentBench: Benchmarking Shopping Agents on Long-Horizon Tasks with Distributed Hidden Intent

EComAgentBench is introduced, a benchmark of 662 tasks grounded in real Amazon products and reviews that will serve as a reproducible foundation for moving shopping agents from single-query search toward dependable assistance over long horizons.

Ze-Yao Du, Tongxin Li, Yan-Ci Zhang et al. · arXiv.org · 4 citations

Preprint Aug 2026

AUSO: Action-Level Unified Skill Optimization from Internalization to Utilization

AUSO (Action-level Unified Skill Optimization), which unifies skill learning and skill use through a progressive, action-aware optimization process, and consistently improves agent performance and out-of-distribution generalization over competitive baselines.

Huizu Lin, Chengkai Huang, Tian Gao et al. · 0 citations