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Author

Jun-Yi Liao

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Preprint Aug 2026

Unmasking Toxic Mimicry in Medical Offline Reinforcement Learning for ICU Sepsis Management via Counterfactual Clinical Audits

Offline reinforcement learning (RL) offers considerable promise for optimizing ICU treatment decisions, yet standard evaluation metrics Mean Squared Error (MSE) and Fitted Q-Evaluation (FQE) assess only behavioral imitation and cannot detect Toxic Mimicry, a failure mode in which agents replicate harmful patterns such...

Hangqi Ren, Jun-Yi Liao · 0 citations
2026

Physics Prior Constrained ResUNet-BiMamba Network for Prestack AVO Inversion

Prestack seismic data contain rich angle-dependent amplitude variation information, which provides an important basis for the simultaneous inversion of P-wave velocity, SV-wave velocity, and density. However, prestack inversion based on the Aki-Richards approximation is applicable only to relatively small-to-moderate i...

Ying-Chia Huang, Dong-Yong Zhou, Jun-Yi Liao et al. · 0 citations

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