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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

Kathy Wu

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Book Open access Aug 2026

Adaptive Geometry Routing for Vision-Language Understanding

Vision language models face a fundamental geometry trade-off: Euclidean representations excel at instance-level discrimination, while hyperbolic representations naturally encode semantic hierarchies. Hybrid training is challenging because one geometry may dominate early, leaving the other under-trained failure mode we...

Sarthak Srivastava, Kathy Wu · 0 citations
Book Open access Aug 2026

Adaptive Geometry Routing for Vision-Language Understanding

Vision language models face a fundamental geometry trade-off: Euclidean representations excel at instance-level discrimination, while hyperbolic representations naturally encode semantic hierarchies. Hybrid training is challenging because one geometry may dominate early, leaving the other under-trained failure mode we...

Sarthak Srivastava, Kathy Wu · 0 citations

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