A systematic evaluation of confidence-based routing across three model families, four languages, and three task types, covering 72 model, dataset, language, and scale configurations and 42,288 predictions shows that confidence routing is task-dependent and can allocate computation unevenly across languages.
The rapid deployment of Internet of Things (IoT)-enabled electric vehicle (EV) charging infrastructures introduces cybersecurity challenges due to distributed operation, communication dependency, and exposure to malicious cyberattacks. Existing anomaly detection approaches mainly rely on centralized learning architectu...
Marran Al Qwaid, Gobbi Ramasamy, Md Sabbir Hossen· Italian National Conference...· 0 citations
The increasing adoption of electric vehicles (EVs) is expected to generate a substantial number of retired lithium-ion batteries, creating both environmental challenges and opportunities for second-life energy storage applications. However, the performance variability of retired batteries makes the identification of su...
By combining predictive ML, causal survival modeling, and LLM-based rationale generation, the proposed framework provides a promising approach for personalized and transparent chemotherapy decision support in oncology.
Md Serajun Nabi, Dema Yuden, Thinley Yeshey Choden et al.· Frontiers in Digital Health· 0 citations
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