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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

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Shouquan Hou

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Open access Aug 2026

Lightweight SNR-Adaptive Receiver-Side Enhancement for DeepJSCC-Based Wireless Image Transmission

A lightweight receiver-only perceptual enhancer designed for use with frozen DeepJSCC backbones that adopts residual learning with feature-wise linear modulation (FiLM)-based SNR-adaptive modulation to dynamically adjust the enhancement strength under varying channel conditions.

Shouquan Hou, Peng Zhao, Nuo Chen · 0 citations
Open access Jul 2026

Semantic Consistency and Uncertainty-Driven Small-Object Detection for Class Imbalance

In the label noise suppression strategy (LNSS), a contrastive learning mechanism based on semantic consistency is introduced to constrain the aggregation of similar samples in the feature space, thereby reducing the adverse impact of noisy samples on model optimization.

Nuo Chen, Peng Zhao, Shouquan Hou · 0 citations

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