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severity prediction

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Papers

A Fuzzy Rule-based Neuro-Symbolic Approach for Pipe Severity Prediction in Sewer Networks

2026-07-30 · Ngoc Thai Le, Thanh Ma, Umberto Straccia arxiv

Standard automated sewer pipe severity assessment relies on direct image classification, creating a "black box" where the link between visual defects and final severity scores remains implicit. This study introduces a mo…

Image Classificationseverity prediction

Imputation-free transformer learning enables robust Alzheimer's disease prediction and calibrated uncertainty quantification across heterogeneous clinical cohorts

2026-07-13 · Christelle Schneuwly Diaz, Narmina Baghirova, Duy-Thanh Vu, Duy-Cat Can 외 arxiv

Accurate diagnostic classification and disease-severity prediction for Alzheimer's disease are hampered by the incompleteness and heterogeneity of real-world clinical data. Left unaddressed, these barriers prevent reliab…

severity prediction

A Machine Learning Surrogate for Component Criticality Ranking in Interdependent Power-Communication Networks

2026-07-09 · Sohini Roy, Xheni Hylviu arxiv

Cyber-physical power systems are vulnerable to cascading failures caused by tight interdependencies between power and communication infrastructures. Evaluating these failures over large N-k contingency sets with a high-f…

severity prediction

TraMP-LLaMA: Generative Interpretability with Decoupled Instruction Tuning for Facial Expression Quality Assessment

2026-06-25 · Shuchao Duan, Alan Whone, Hossein Rahmani, Jun Liu 외 arxiv

Existing facial expression quality assessment (FEQA) methods typically produce only a severity score, without explicitly communicating the observable facial motion evidence that supports the prediction. This limits inter…

severity prediction

RecallRisk-BERT: A Multi-Task Framework for Post-Report Medical Device Recall Triage

2026-06-25 · Ali Semih Atalay, Sevgi Yigit-Sert arxiv

Medical device recalls are a critical regulatory mechanism for protecting patient safety. The growing volume of FDA recall records presents challenges in post-report recall triage, severity assessment, and root-cause int…

severity prediction

T-IMPACT: A Severity-Aware Benchmark for Contextual Image-Text Manipulation

2026-06-21 · Gagandeep Singh, Aaditya Yadav, Priyanka Singh arxiv

Recent advances in vision-language models and generative editing systems have made it increasingly easy to produce persuasive multimodal misinformation by altering images, text, or both jointly. However, existing dataset…

severity prediction

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