الباحثون

Sheng Liu

المنشورات 2

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Poster: FedWM-Guard: Thwarting Imagination Poisoning in Federated World Model-based Autonomous Driving

Federated learning (FL) can improve world model (WM)-based autonomous driving (AD) without centralizing raw private vehicle data, but it also turns model aggregation into a safety-critical integrity boundary. We introduce a new threat in federated WM-AD, namely \emph{imagination poisoning}: compromised vehicles submit …

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PaperDoctor: Evidence-Grounded and Actionable Feedback for Scientific Papers in Progress

Kevin Qinghong Lin, Siyuan Hu, Pan Lu وآخرون · 2026

Autoresearch agents are reshaping the research ecosystem, but they can also let flawed claims enter the literature at scale. Human advisors catch such issues in drafts through careful, traceable feedback, yet advisor-style assessment requires extensive manual effort and does not scale. To shift automated paper assessme …

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