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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

M. Nguyen

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Jul 2026

CoTu at EXACT 2026: Neuro-Symbolic Reasoning for Transparent Educational QA

A neuro-symbolic Program-of-Thought pipeline in which a 4B backbone writes a program rather than stating an answer directly, which yields correct, verifiable deductions at the 4B scale, and the residual difficulty lies in premise selection rather than the deduction itself.

Quoc-Khang Tran, M. Nguyen, P. Thai et al. · 0 citations
Conference 2026

The Voice of the Flow: A Graph-Based Approach for Step-Wise Explanations of Constraint Satisfaction Problems

A novel framework leveraging Multi-Valued Decision Diagrams to overcome bottlenecks in constraint propagation, and utilizes the MDD’s network-flow structure to generate nested explanations that break down complex derivation steps into granular, arc-level details, revealing specifically how variable-value assignments be...

M. Nguyen, Tien Mai, H. Lau · 0 citations

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