most citedSimple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting

1 citations · 1 across the 3 of their papers we have counts for

collaborators

3 papers

cs.LG2026

CastFlow: Bridging Evidence Acquisition and Accurate Prediction in Agentic Time Series Forecasting

Bokai Pan, Mingyue Cheng, Zhiding Liu +6

Time series forecasting is a fundamental task in temporal data analytics, and large language model (LLM)-based agents offer a promising paradigm through autonomous tool interaction…

cs.LG2026

AnomaMind: Agentic Time Series Anomaly Detection with Tool-Augmented Reasoning

Xiaoyu Tao, Yuchong Wu, Mingyue Cheng +2

Time series anomaly detection is critical in many real-world applications, where effective solutions must localize anomalous regions and support reliable decision-making under comp…

cs.LG2025★ 1 cited

Simple Feedfoward Neural Networks are Almost All You Need for Time Series Forecasting

Fan-Keng Sun, Yu-Cheng Wu, Duane S. Boning

Time series data are everywhere -- from finance to healthcare -- and each domain brings its own unique complexities and structures. While advanced models like Transformers and grap…