一作ACL 2026Findings· Findings of ACL
Time- RA : Towards Time Series Reasoning for Anomaly Diagnosis with LLM Feedback
Yiyuan Yang · Zichuan Liu · Lei Song · Kai Ying · Stephen Wang · Joshua Thomas Bamford · Svitlana Vyetrenko · Jiang Bian · Qingsong Wen
摘要
Time series anomaly detection (TSAD) has traditionally focused on binary classification and often lacks the fine-grained categorization and explanatory reasoning required for transparent decision-making. To address these limitations, we propose Time-series Reasoning for Anomaly (Time-RA), a novel...