Author

M. Kasem

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Preprint Oct 2026

MEMORA: A Memory-Enhanced Multimodal Committee Reranking Agent for Reasoning-Intensive Retrieval

Reasoning-intensive retrieval is fundamentally challenged when queries demand deep semantic inference and arrive in multimodal form. Existing systems treat each query in isolation, rely on monolithic rerankers, and lack retrievers trained for cross-modal reasoning. We introduce MEMORA, a Memory-Enhanced Multimodal Orch...

Mohamed Mahmoud, Mostafa Farouk Senussi, Mahmoud Abdalla et al. · 0 citations

Open access Aug 2026

SETAS-VAD: Semantically Enriched Text-Aligned Scoring for Weakly Supervised Video Anomaly Detection

Under fully reproducible conditions on UCF-Crime and XD-Violence, SETAS-VAD achieves state-of-the-art temporal localization, with per-threshold gains increasing at stricter IoU values, indicating improved boundary precision rather than coarse detection sensitivity.

Mohamed Mahmoud, Mostafa Farouk Senussi, Mahmoud Abdalla et al. · Mathematics · 0 citations