Densest-k-Subgraph: universal proof audit

VQt4w3lElX · tight relaxation · strict landscape · finite exact convergence

C1 · Tightness

Universal

Δg = δΔv + (λ-aᵢⱼ)δ² ≥ 0

Pairwise rounding strictly decreases the fractional-coordinate count and terminates at a no-worse integral point.

C2 · Dichotomy

Universal

dᵀ(A+λI)d = 2(λ-aᵢⱼ) > 0

KKT gives integral local maxima or an explicit zero-gradient, positive-curvature saddle direction.

C3 · Algorithm 1

35 updates

4,039 nodes · 88,234 edges · gap 0

The equation-level proof closes, and the original SNAP Facebook protocol takes the predicted final γ=1 jump to exact integrality.

Negative control

The constant-2kL denominator remains fractional at all 4,039 coordinates after 50,000 updates with gap 0.131515. The legacy eigenvector/snap optimizer remains disclosed as non-Algorithm-1 corroboration.