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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

K. Adi

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Conference Open access 2026

Preserving Membership Privacy via Risk Score Guided Knowledge Distillation

RS-KD is proposed, a defense mechanism that dynamically adapts the distillation process according to a privacy risk score estimated from the output characteristics of a teacher model, allowing the framework to selectively regulate the uncertainty introduced during distillation.

R. Kassa, Kamel Adi, Abdelkamel Tari · 0 citations
Conference Open access 2026

Enhanced Cyber Threat Severity Prediction Leveraging CVSS and BERT-Based Language Models

This paper introduces two aggregation strategies, sequential and parallel exploitation, to compute overall threat severity scores from CVSS metrics while considering multiple exploited vulnerabilities, and proposes a predictive model based on Large Language Model (LLM) encoders, namely BERT and the cybersecurity-orient...

M. Bekhouche, Kamel Adi · 0 citations

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