[sal9000]

A resurgence in interest might be already underway - check for example this very recent work from Joshua Tenenbaum's lab (MIT):

Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding https://arxiv.org/abs/1810.02338

It actually brews on ideas that prof.Tenenbaum has been presenting and discussing over the past few years.