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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

Devharsh Trivedi

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2 papers indexed here

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Review Open access Aug 2026

Engineering Secure AI Systems with Lattice-Based Cryptography and Large Language Models

Deploying large language models in safety-critical domains while migrating to post-quantum cryptographic standards poses a compounded systems engineering challenge: infrastructure must become privacy-preserving, computa-tionally viable, and quantum-resistant at once. This review examines three frontiers where lattice-b...

Devharsh Trivedi · 0 citations
Preprint Aug 2026

Fairis: Fairness-Aware Aggregation with Provable Influence Containment against Fairness Poisoning Attacks in Collaborative Machine Learning

Collaborative machine learning among financial institutions must be both group-fair and robust against deliberate adversarial manipulation. Existing fairness-aware aggregation methods remain formally vulnerable to fairness poisoning: a malicious client maximizing group disparity while preserving accuracy evades accurac...

Devharsh Trivedi, N. Kaaniche, Nikos Triandopoulos et al. · 0 citations

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