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Author

Wen Hu

4 papers indexed here

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Book Open access Aug 2026

Beyond Language Processing: LLMs Rules-Injected Instruction Tuning for Traffic Prediction

Rules-Injected Instruction Tuning (RuleGPT), a paradigm that injects IF–THEN rules extracted from training data directly into the LLM's instruction sequence, allows the LLM to focus on higher-order, context-dependent interactions.

Wei-Hao Jiang, Huizhao Wang, Zhihui Hu et al. · 0 citations

TopoBrick: Agentic Topology Sampling of Exogenous Variables for Zero-Shot Building IoT Forecasting

TopoBrick is presented, a training-free framework for zero-shot building IoT (Internet-of-Things) forecasting that outperforms strong zero-shot foundation-model baselines and remains competitive with fully trained building-specific models.

Xiachong Lin, Du Yin, Arian Prabowo et al. · 0 citations
Preprint Aug 2026

AsyTO: Asymmetric Temporal Operator for Parameter-Efficient Multivariate Time Series Forecasting

This work proposes AsyTO, an Asymmetric Temporal Operator, an Asymmetric Temporal Operator that factorizes the tensor of per-variable operators into shared but distinct history-reading and future-writing temporal modes with per-variable mode-wise gains, complemented by a low-rank periodic prototype and a cycle-separabl...

Xiachong Lin, Du Yin, Hao Xue et al. · 0 citations
Book Open access Aug 2026

Beyond Language Processing: LLMs Rules-Injected Instruction Tuning for Traffic Prediction

Rules-Injected Instruction Tuning (RuleGPT), a paradigm that injects IF–THEN rules extracted from training data directly into the LLM's instruction sequence, allows the LLM to focus on higher-order, context-dependent interactions.

Weihao Jiang, Huizhao Wang, Zhihui Hu et al. · 0 citations

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