most citedCausal SHAP: Feature Attribution with Dependency Awareness through Causal Discovery

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cs.LG2026

PandaAI: A Practical Agent CQ2 for Neuro-symbolic Data Analysis And Integrated Decision-Making in Quantitative Finance

Yuqi Li, Siyuan Liu, Bingjun Liu

While deep learning has excelled in various domains, its application to sequential decision-making in finance remains challenging due to the low Signal-to-Noise Ratio (SNR) and non…

cs.LG2025★ 1 cited

Causal SHAP: Feature Attribution with Dependency Awareness through Causal Discovery

Woon Yee Ng, Li Rong Wang, Siyuan Liu +1

Explaining machine learning (ML) predictions has become crucial as ML models are increasingly deployed in high-stakes domains such as healthcare. While SHapley Additive exPlanation…