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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

Qin Li

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Preprint Oct 2026

From Natural Language to Verified C: Verification-Guided Generation with ACSL Specifications

AI-assisted code generation amplifies the demand for automated formal verification. Generated programs must not only be executable but also accompanied by machine-checkable evidence of correctness. Existing approaches can synthesize functionally plausible code or plausible-looking specifications from natural-language p...

Zian Wang, Qin Li, Wei-Song Sun et al. · 0 citations
#edge computing Sep 2026

DMT-PPO: Weight-Adaptive Multiobjective Task Offloading With Dynamic Preference Learning in Heterogeneous Edge Computing

Multiaccess edge computing (MEC) has emerged as a key paradigm to empower resource-constrained edge devices through task offloading. However, dynamically fluctuating user preferences regarding latency and energy tradeoffs severely complicate the task scheduling and resource allocation, while existing methods struggle t...

Honggang Yuan, Yuxiang Deng, Xiao Du et al. · 0 citations

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