Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   study the concept of using the interaction beten waves and a trainable medium in order to construct a matrix-vector multiplier. In particular  study such a device in the context of the backpropagation algorithm, which is commonly used for training neural networks. Here, the ights of the connections beten neurons are trained by multiplying a `forward' signal with a backwards propagating `error' signal.  show that this concept can be extended to trainable media, where the gradient for the local wave number is given by multiplying signal waves and error waves.  provide a numerical example of such a system with waves traveling freely in a trainable medium, and  discuss a potential way to build such a device in an integrated photonics chip.
['Michiel Hermans', 'Thomas Van Vaerenbergh']
I am writing a research paper on a idea Towards Trainable Media: Using Waves for Neural Network-Style Training
[{"from": "human", "value": "I am writing a research paper on a idea Towards Trainable Media: Using Waves for Neural Network-Style Training"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:   study the concept of using the interaction beten waves and a trainable medium in order to construct a matrix-vector multiplier. In particular  study such a device in the context of the backpropagation algorithm, which is commonly used for training neural networks. Here, the ights of the connections beten neurons are trained by multiplying a `forward' signal with a backwards propagating `error' signal.  show that this concept can be extended to trainable media, where the gradient for the local wave number is given by multiplying signal waves and error waves.  provide a numerical example of such a system with waves traveling freely in a trainable medium, and  discuss a potential way to build such a device in an integrated photonics chip."}]