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Author

Heng-Yi Yang

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Preprint Sep 2026

Hierarchical Multi-Task Learning with Liquidity-Aware Signals for Stock Forecasting

Stock price forecasting is a long-standing challenge in computational finance, driven by the inherent randomness of markets and complex temporal patterns. While recent deep-learning models have raised forecasting accuracy by jointly modeling inter-stock and temporal price dynamics, they conflate inter-stock relationshi...

Heng-Yi Yang, Si-Da Lin, Yi-Yan Qi et al. · 0 citations
Conference Jul 2026

EntityNav: an Entity-Centric Stepwise Planning Framework for Vision-Language Navigation

Cloud-edge collaborative computing enables resource-constrained robots to leverage powerful cloudhosted models while retaining real-time on-device perception and control. Vision-Language Navigation in Continuous Environments (VLN-CE), which requires a robot to follow natural-language instructions through complex scenes...

Heng-Yi Yang, Yong Zhou, Shang Liu et al. · 0 citations
Review Aug 2026

Agentic Quantitative Trading: A Survey of Workflows, Systems, and Evaluation

This survey reviews agentic quantitative trading across five stages: factor mining, signal discovery, portfolio construction, order execution, and risk management, and finds that current systems remain concentrated on signal discovery, while complete integration with portfolio construction, execution, and risk control...

Feng-Rui Hua, Heng-Yi Yang, Xinqing Hao et al. · 1 citation

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