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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

Yuqi Sun

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Conference Aug 2026

Adaptability assessment and optimal strategy selection for parameter-efficient fine-tuning of large language models

PEFT-Assess is presented, a systematic framework for evaluating the adaptability of four mainstream PEFT methods—LoRA, QLoRA, Adapter, and Prefix-Tuning—across five evaluation dimensions: accuracy, F1-score, training speed, memory efficiency, and generalization capability.

Zhaoyang Hu, Shi-Xuan Cao, Yuqi Sun et al. · 0 citations
Open access Jul 2026

Differential Propagation Laws and Mechanisms of Hydraulic Fractures Controlled by Reservoir Structural Effects

Coal-measure gas co-production is a critical strategy for enhancing the single-well productivity of unconventional natural gas. However, the pronounced vertical heterogeneity and complex combinations of co-existing reservoirs create substantial asynchronous propagation behaviors during hydraulic fracturing, fundamental...

Hao Chen, Guo-Zhang Li, Chen Li et al. · 0 citations

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