Techniques are provided for radio frequency interconnections between oscillators and transmission lines for oscillatory neural networks (ONNs). An ONN gate implementing the techniques according to an embodiment includes a transmission line, a first oscillator circuit tuned to a first frequency based on a first tuning voltage associated with a first synapse weight, and a first capacitive coupler to couple the first oscillator circuit to the transmission line to generate an oscillating signal in the transmission line. The ONN gate further includes a second oscillator circuit tuned to a second frequency based on a second tuning voltage associated with a second synapse weight, and a second capacitive coupler to couple the second oscillator circuit to the transmission line to adjust the oscillating signal in the transmission line such that the amplitude of the adjusted oscillating signal is associated with a degree of match between the first frequency and the second frequency.