While NSAI has made significant progress in recent years, there are still several challenges and open research questions. Some future directions for NSAI research include:
The core promise of neuro-symbolic systems is to combine the of neural networks with the structured reasoning of symbolic logic. While NSAI has made significant progress in recent
: New hybrid models (e.g., neuro-symbolic VLAs) have demonstrated a 100x reduction in energy consumption during training compared to standard generative models. While NSAI has made significant progress in recent