نطاق المسؤولية الجزائية عن الاستخدام غير المشروع لتقنية النانو الطبية في القانونين الأردني والمصري... od Al-Haddad, Mohannad Walid

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MARA: A Malware Analysis Reasoning Agent for Interpretable Android Malware Detection od 123 (11717522)

“...</p><h2> <b>Performance Highlights</b></h2><p dir="ltr">Across benchmark datasets (Drebin, AMD, CICMalDroid), MARA delivers:</p><ul><li><b>97.3% accuracy</b> on Drebin</li><li><b>96.4% accuracy</b> on AMD</li><li><b>94.7% accuracy</b> on CICMalDroid</li><li><b>Highest explanation quality</b> across clarity, semantic relevance, justification, and behavior-chain fidelity</li><li><b>Strong robustness</b> under obfuscation (renaming, packing, encryption)</li></ul><p dir="ltr">MARA consistently outperforms traditional static detectors, deep learning fusion models, and recent LLM-based malware analysis frameworks....”

Temporal Uncertainty in Rational Method: Reassessment of Data from the Article “Short-Term Temporal Variability of Radon in Finnish Dwellings and the Use of Temporal Correction Fac... od Andrey Tsapalov (22269883)

“...</p><p dir="ltr">(2) Clarification of temporal uncertainty values based on the initial experimental data, supporting the justification of previously published uncertainty estimates as potentially universal across countries in the absence of reliable country-specific data....”

GridScopeRodents: High-Resolution Global Typical Rodents Distribution Projections from 2021 to 2100 under Diverse SSP-RCP Scenarios od Yang Lan (20927512)

“...In addition, a detailed summary of each genus’s ecological and economic relevance, with supporting literature, is provided in a supplementary table titled <i>Rodent Genus Selection Justification (Literature)</i>. The dataset is publicly available via Figshare for Institutions (UCL)....”

Judge the Votes: A System to Classify Bug Reports and Give Suggestions od Emre Dinç (21720032)

“...In practice, a hybrid ensemble where fast, accurate classifiers handle the bulk of cases and an LLM judge provides human-readable justification for edge cases appears to strike the best balance between performance, cost, and transparency....”

<b>Rain-Harvesting Ships: Maritime System for Capturing Oceanic Rainfall for Coastal Water Supply and Water Management</b> / <b>Barcos Cazadores de Lluvia: Sistema Marítimo de Capt... od Ricardo Riveros (22484566)

“...</p><h2>1. Scientific justification</h2><ul><li>Precipitation over open seas—especially in convective bands and moist fronts—represents significant volumes of freshwater that remain unused....”