Author

Shahid Munir Shah

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Jul 2026

SISA-Rec: A Semantically Integrated Sequential Recommender with Contrastive Alignment

The proposed SISA-Rec (Semantically Integrated Sequential Recommendation), a transformer-based framework that embeds semantic context directly into sequential modeling, demonstrates the value of semantic information when user behavior data is scarce.

Soohan Abbasi, Shahid Munir Shah, Rafia Shaikh et al. · arXiv.org · 0 citations

#artificial intelligence Preprint Aug 2026

How Quantum Is the Advantage? A Fair, Calibration- and Noise-Aware Benchmark and Attribution Audit of Quantum Machine Learning for Network Intrusion Detection

A quantum-attribution audit is introduced that quantifies how much of any gain is genuinely attributable to the quantum component of quantum models, and attributes this to classical preprocessing and regularisation rather than quantum effects.

Syeda Anshrah Gillani, Mirza Samad Ahmed Baig, Shahid Munir Shah et al. · 1 citation