Unverified50% confidenceFactExact time
Adam's geometric trajectory is context-dependent, with no uniform deviation constant.
1
Sources
50%
Confidence
Long-term
Relevance
10/4/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedThe study uses the scale-invariant metric γ(Δθ) to measure the geometric deviation of Adam's update direction relative to the true NGD direction.61% similarUnverifiedA single global affine transformation (scaling/rotation) is often insufficient to handle map registration that involves irregular geometric structures and local deformations.50% similarUnverifiedThe embedding spaces of different models are highly consistent in terms of relative geometric relationships (relative distances, angles, and topological structures), and this consistency is referred to as the universal geometry of embeddings.50% similar
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