What is AI Alignment in Deep Learning and why is it considered a critical research problem?

AI Alignment is the field focused on ensuring advanced AI systems behave according to human intentions, values, safety requirements, and societal goals.

As AI systems become increasingly capable, ensuring their behavior remains beneficial and controllable becomes critically important.

AI Alignment addresses the gap between:

Core challenge: Neural networks optimize mathematical objectives, not human understanding.

Misalignment risks include:

Alignment layers:

2.…