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# FairSynergy: Fair Resource Allocation for Fleet Intelligence
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2025 IEEE Global Communications Conference (GLOBECOM 2025)
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**TLDR:** Give or substitute each extra unit of compute or memory to the agent that benefits most to lift fleet accuracy by up to +25% in inference and +11% in training, with even bigger gains as fleets grow!
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