most citedE3-Rewrite: Learning to Rewrite SQL for Executability, Equivalence,and Efficiency

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cs.AI2026

Task Decomposition-Guided Reranking for Adaptive Agent Skill Retrieval

Yanping Chen, Weijie Shi, Wen Yang +1

Skill usage can significantly enhance the ability of modern agent systems to complete complex tasks. However, the growing scale of skill libraries makes accurate skill selection in…

cs.AI2026

LoopGuard: Breaking Self-Reinforcing Attention Loops via Dynamic KV Cache Intervention

Dongjie Xu, Hao Wu, Weijie Shi +7

Through systematic experiments on long-context generation, we observe a damaging failure mode in which decoding can collapse into persistent repetition loops. We find that this deg…

cs.AI2025

Automatic Failure Attribution and Critical Step Prediction Method for Multi-Agent Systems Based on Causal Inference

Guoqing Ma, Jia Zhu, Hanghui Guo +4

Multi-agent systems (MAS) are critical for automating complex tasks, yet their practical deployment is severely hampered by the challenge of failure attribution. Current diagnostic…

cs.AI2025

Zero-Shot Cellular Trajectory Map Matching

Weijie Shi, Yue Cui, Hao Chen +5

Cellular Trajectory Map-Matching (CTMM) aims to align cellular location sequences to road networks, which is a necessary preprocessing in location-based services on web platforms l…

cs.AI2025

LegalReasoner: Step-wised Verification-Correction for Legal Judgment Reasoning

Weijie Shi, Han Zhu, Jiaming Ji +7

Legal judgment prediction (LJP) aims to function as a judge by making final rulings based on case claims and facts, which plays a vital role in the judicial domain for supporting c…

cs.AI2025

Adaptation Method for Misinformation Identification

Yangping Chen, Weijie Shi, Mengze Li +4

Multimodal fake news detection plays a crucial role in combating online misinformation. Unfortunately, effective detection methods rely on annotated labels and encounter significan…