edge-efficient

E-SpecFormer introduces LiTAN, a Softmax- and LayerNorm-free attention mechanism, enabling efficient end-to-end automatic modulation and covert channel recognition on edge devices with under 10k parameters and FPGA/CPU co-execution speeds of 92μs per frame.