f(θ) = ½ θᵀHθθ⋆κ(H) ≫ 1gradient descentmomentum∇θ L(θ)
x ∈ ℝⁿhθMθ = { hθ(x) : x ∈ X }∂hθ / ∂z₁∂hθ / ∂z₂hθ(x₀)
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A Rank-One Representation Edit Recovers Much of RMU’s WMDP Accuracy Loss

Aug 7, 2026
StableSlop

Residual Stream is Key to Transformer Interpretability

Jul 18, 2026
StableNearly slop