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Wan et al. published 'Towards efficient neuro-symbolic AI: from workload characterization to hardware architecture' in IEEE Transactions on Circuits and Systems for Artificial Intelligence in 2024, which characterizes workloads and hardware architectures for neuro-symbolic AI.

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