Author

Mingyue Cheng

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Preprint Aug 2026

CastClaw: A Human-in-the-Loop Autonomous Agent for Interactive Time Series Forecasting

Practical time-series forecasting requires domain knowledge, constraints, plausibility checks, and human intervention. We present CastClaw, an interactive forecasting system centered on an autonomous forecasting loop and supported by a forecasting-oriented harness. Users create and refine tasks in natural language thro...

Xiao-Yu Tao, Ming-Yue Cheng, Ze Guo et al. · 0 citations

Preprint Aug 2026

CastFSR: A Fast--Slow--Reflect Agentic Reasoning Framework for Context-Aware Time Series Forecasting

CastFSR is proposed, an agentic framework that formulates context-aware forecasting as a Fast--Slow--Reflect workflow that supports both training-free inference with off-the-shelf LLMs and efficient deployment through a two-stage SFT and reinforcement learning strategy that transfers its orchestration capability to com...

Xiao-Yu Tao, Mingyue Cheng, Bo-Kai Pan et al. · 0 citations

#machine learning Preprint Aug 2026

A Human-in-the-Loop Autonomous Agent for Industry Time Series Forecasting

CastClaw is presented, a human-in-the-loop autonomous forecasting system built through forecasting-oriented harness engineering that connects data, specialized models, analytical tools, user input, and a versioned execution record in one runtime.

Xiao-Yu Tao, Ming-Yue Cheng, Ze Guo et al. · 0 citations