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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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Yicheng Jin

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Conference Jul 2026

A deep learning-inspired compressed sensing framework for sparse channel estimation in optical wireless communications

Simulations show that the proposed DL-CS method offers a practical training-free enhancement of classical greedy algorithms for sparse channel estimation in optical wireless communications, and improves NMSE and BER over OMP and CoSaMP, with runtime close to that of OMP.

Yicheng Jin · 0 citations
Preprint Jul 2026

OmniLayout: A Schematic-Coupled Multimodal Benchmark for Constraint-Aware Geometric Reasoning in PCB Layout

OmniLayout, the first benchmark designed to evaluate LLMs on printed-circuit-board (PCB) layout placement reasoning under real-world geometric, routing, and connectivity constraints, reveals substantial limitations of current LLMs in PCB layout placement, including weak geometric reasoning, poor routability optimizatio...

Taiting Lu, Kaiyuan Lin, Mingjia Wang et al. · 0 citations

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