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Results show that distinguishing structural details from degradation-induced interference is more effective for underwater segmentation, and GeoCueFormer achieves SOTA performance while maintaining a favorable accuracy-complexity trade-off.
Grounded reasoning in educational VQA can boost accuracy by over 2.5% when leveraging structured pedagogical cues.
MNC can drastically limit unauthorized information leakage in multi-agent LLM systems while maintaining functional communication.
