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National University of Defense Technology, Key Laboratory of Cyberspace Security Situation Awareness and Evaluation
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Uncover the hidden causes of LLM hallucinations by actively intervening on their internal reasoning, rather than passively observing their outputs.
AI agents can detect smart contract vulnerabilities, but don't expect them to autonomously exploit real-world security incidents anytime soon.
Ditch the brittle initial segmentation: ArtPro adaptively merges motion proposals during articulated object reconstruction, sidestepping local minima and significantly boosting accuracy.
By explicitly modeling vascular topology, VasGuideNet achieves anatomically consistent Couinaud liver segmentation, surpassing state-of-the-art methods in Dice score and RVD.
By explicitly enforcing forward disease progression, D-ODR ensures that DR grading models learn biologically consistent feature representations, leading to more reliable clinical assessments.
Smooth activation functions unlock smoothness adaptivity in constant-depth neural networks, achieving minimax-optimal statistical rates without needing depth increases like ReLU networks.