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Author

E. Nfaoui

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Review Open access 2026

DISR: Distributional Item Representations for Sequential Recommendation

Sequential recommender systems predict the next item from a chronological interaction history, typically representing users and items as point embeddings scored by dot product. DISR (Distributional Item Representations for Sequential Recommendation) instead represents items and sequence queries as diagonal Gaussian dis...

Abdelilah Bajjou, E. Nfaoui · 0 citations
Review Open access Aug 2026

Parameter-Efficient Adaptation and Benchmarking of Large Vision-Language Models for Multimodal Aspect-Based Sentiment Analysis

Multimodal aspect-based sentiment analysis (MABSA) predicts the sentiment expressed toward a target aspect by jointly using textual and visual information, supporting fine-grained opinion analysis in product reviews, brand monitoring, and customer feedback. However, existing approaches remain sensitive to irrelevant vi...

Ismail Ifakir, E. Nfaoui, Abderrahim Zannou · 0 citations

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