TimeRLM: Recursive Language Models Enable Precise Anomaly Localization in Long-Context Time-Series
TimeRLM, an RLM formulation for time-series that sequentially manipulates the signal using code and vision capabilities, and AnomalyXL, a synthetic long-context anomaly localization benchmark with programmatically injected anomalies that require precise retrieval.