I’m not familiar with training methods using int values, since the gradients would also be int, wouldn’t they?
Based on this assumption, it sounds not really useful, but I haven’t looked for the latest research papers on this topic.
Inference however is possible using int values and might give you a performance gain on specialized hardware. Have a look at Quantization 1 to get more information.