Researchers debate optimizer equivariance: argument without orthogonality is more convincing

jasondeanlee · x · 2026-11-10

Researchers Jason Lee and Jianlin discuss the geometric properties of an optimizer in a recent work.

Lee initially questioned how w₁ᵀg₁ = w₂ᵀg₂ implies approximately w₁ᵀg₁ = 0 = w₂ᵀg₂. He then noted the paper's comment that the optimizer is equivariant, which doesn't require orthogonality, and concluded "this one is more convincing."

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