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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

Jin Qi

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2026

LLCE-SQL: Data-Efficient Text-to-SQL Training via Logic-Linking Driven Collaborative Evolution

Training high-performance Text-to-SQL models typically requires massive synthetic datasets, yet existing augmentation methods suffer from semantic drift, structural homogenization, and limited complexity coverage, leading to diminishing returns at scale. This paper proposes LLCE-SQL, a Logic-Linking driven Collaborativ...

Yan Zhang, Jin Qi, Wei Xu et al. · 0 citations
2026

A Dynamic DAG-Based Scheduling Strategy for Cross-Chain Transaction Management

Cross-chain sharding improves interoperability and scalability, yet relay-chain execution remains constrained by dynamic dependencies and shard contention. This paper characterizes the relay-chain execution mechanism of cross-chain sharded transactions and models registration, recording, and confirmation transactions a...

Xiao-Xuan Hu, Xiao-Chen Dong, Zhenjiang Dong et al. · 0 citations

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