Abstract: Highlights•Multi-antenna dual-blind deconvolution (M-DBD) is a general formulation for ISAC receiver.•Atomic norm minimization exploits sparsity to estimate the unknown continuous-valued variables.•Strong theoretical guarantees for exact recovery.•Generalization for practical scenarios with gain/phase errors in the receiver.