Author

Ai-Ping Yang

2 papers indexed here

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#artificial intelligence Preprint Jun 2026

When to Commit and When to Defer: Maturing Markov Decision Processes under Refining Information and Expiring Opportunities

Results support commitment timing as a useful inductive bias for learning and planning in finite-horizon Markov decision processes.

Jiaxin Liu, Ai-Ping Yang, Yu-Hang Yang et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Beyond Numerical Time Series: A Unified Benchmark for Multimodal Forecasting with Heterogeneous Context

A unified benchmark for multimodal time series forecasting with heterogeneous context, MUSE-Bench enables systematic evaluation of how forecasting models utilize context and provides a foundation for future multimodal forecasting research.

Peng Chen, Zhi-Hao Zhuang, Hong-Zhou Chen et al. · 3 citations