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Throughput-Optimized Networks at Scale

cs.NI · 2026-05-27 · unverdicted · novelty 6.0

TONS uses linear optimization and heuristics to synthesize deadlock-free network topologies and routing for datacenter AI training, reporting 2.1x and 1.6x geometric mean speedups over best TPU torus variants for uniform random and all-to-all traffic in simulation.

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