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NeuroRing achieves faster-than-real-time execution of a full-scale cortical microcircuit simulation on FPGAs, proving that scalable, energy-efficient SNN hardware is within reach.
For spacecraft-bound neural networks, a new bit-serial matrix multiplication accelerator, bitSMM, delivers impressive GOPS/W on both FPGA and ASIC, promising efficient on-board inference.
