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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

Xie Yu

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Book Open access Aug 2026

Dynamic Positional Attention Modulation for Parameter-Efficient Fine-Tuning of Large Language Models

DyPAM (Dynamic Positional Attention Modulation) is proposed, a PEFT method that adapts how positional information contributes to attention by operating directly on the query and key representations, performing fine-grained adaptation of positional attention aligned with the RoPE-induced structure without modifying the...

Dayan Pan, Jing-Yuan Wang, Xie Yu · 0 citations
Book Open access Aug 2026

AgentCity: An AI-Maintained Continuous Benchmark for Traffic Prediction

This work presents AgentCity, an AI-maintained framework for the continuous construction and evaluation of traffic prediction benchmarks and validate the reliability of AgentCity through benchmark validation studies on reproduction fidelity and consistency across different code-oriented agents.

Dayan Pan, Hongkang Su, Jing-Yuan Wang et al. · 0 citations

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