- The paper proves that a spectral surplus q above Nikiforov’s threshold forces at least (B_F−o(1))q m^{(f−2)/2} copies of every color-critical graph F, with the best possible constant B_F.
- Its proof combines gap-preserving regularization, spectral stability, sharp local counting, and a first-order conversion between additive spectral gaps and internal edges.
- The result resolves the Fang–Lin–Zhai conjecture, while showing that matching-based constructions are optimal only for small gaps and that fixed-gap supersaturation can be nonlinear when r≥3.
Background and problem
The supersaturation problem asks how many copies of a fixed graph F are forced once a host graph exceeds the Turán threshold. For color-critical graphs F with χ(F)=r+1≥3, Mubayi proved that if an n-vertex graph has e(Tn,r)+q edges with 1≤q≤δFn, then it contains at least q⋅c(n,F) copies of F, where c(n,F) is the minimum number of copies created by adding one edge inside a part of the Turán graph Tn,r; Mubayi's estimate gives F0 for F1 (2607.01073).
The paper studies the edge-spectral analogue, in which the host graph is specified by its number of edges F2 rather than its order, and the threshold is expressed through the adjacency spectral radius F3. Nikiforov's theorem states that every F4-free graph satisfies F5, and Li–Liu–Zhang extended this to all color-critical F6 with F7. Fang, Lin and Zhai then proved that any F8-edge graph with F9 contains at least χ(F)=r+1≥30 copies of χ(F)=r+1≥31, unless χ(F)=r+1≥32 is regular complete χ(F)=r+1≥33-partite, and conjectured that exceeding the threshold by a fixed additive constant forces χ(F)=r+1≥34 copies.
Main results
The paper resolves this conjecture in a stronger form with sharp constants. The central result is: for every color-critical χ(F)=r+1≥35 of order χ(F)=r+1≥36 with χ(F)=r+1≥37, there exists χ(F)=r+1≥38 such that if χ(F)=r+1≥39 is large, n0, and n1, then
n2
and n3 is best possible. This is the exact edge-spectral counterpart of Mubayi's theorem: each unit of spectral surplus n4 converts linearly into n5 copies, just as each extra edge forces n6 copies in the classical setting. The extremal construction is the Turán graph with a matching added inside one part — adding a matching is the least efficient way to lift the spectral radius above the threshold.
The key technical theorem concerns a fixed additive gap in n7: for every n8 there exists n9 such that if e(Tn,r)+q0 with e(Tn,r)+q1, then
e(Tn,r)+q2
and this coefficient is sharp: for arbitrarily large e(Tn,r)+q3 there exist graphs meeting the spectral condition with at most e(Tn,r)+q4 copies. Consequently,
e(Tn,r)+q5
Since the result holds for all small e(Tn,r)+q6, it immediately implies the Fang–Lin–Zhai conjecture for every fixed e(Tn,r)+q7 (larger gaps only increase the count). The squared-gap theorem follows from the linear-gap theorem via the identity e(Tn,r)+q8 for e(Tn,r)+q9, where 1≤q≤δFn0; this conversion is valid precisely because 1≤q≤δFn1.
For cliques, Theorem applies with 1≤q≤δFn2, sharpening the earlier 1≤q≤δFn3 bound of Li–Liu–Zhang for 1≤q≤δFn4 into a statement with the optimal constant.
Method of proof
The lower bound proceeds by contradiction under the assumption 1≤q≤δFn5, which implies 1≤q≤δFn6. Four steps are involved:
Gap-preserving regularization. Iteratively deleting 1≤q≤δFn7-light edges (edges 1≤q≤δFn8 with 1≤q≤δFn9 for the unit Perron vector q⋅c(n,F)0) and q⋅c(n,F)1-deficient vertices never decreases the edge-spectral density q⋅c(n,F)2. A counting argument against the edge-spectral supersaturation theorem shows the process stops after fewer than q⋅c(n,F)3 deletions, yielding a subgraph q⋅c(n,F)4 with q⋅c(n,F)5 and q⋅c(n,F)6 — almost all of the additive gap survives.
Stability and refinement. Since q⋅c(n,F)7, edge-spectral stability provides a partition close to a balanced Turán graph. A hierarchy of constants (q⋅c(n,F)8) drives a structural refinement showing the exceptional sets of low-degree and high-internal-degree vertices are empty, so every vertex has internal degree at most q⋅c(n,F)9, few missing cross-edges, and an almost uniform Perron vector, F0.
Sharp local count. Each class-edge F1 (an edge inside some part) creates at least F2 copies of F3 whose only within-part edge is F4; these families are disjoint over distinct class-edges. This is a first-order sharpening of the per-edge count used at the threshold.
Gap conversion. Removing the F5 class-edges leaves an F6-partite graph, whose spectral radius is at most F7 by Nikiforov's theorem. Expanding F8 and using the near-uniformity of the Perron vector yields F9. Summing the local counts gives c(n,F)0, contradicting the assumption.
Three ingredients are new relative to Fang–Lin–Zhai: the regularization preserving the additive gap, the first-order-accurate per-edge count, and the sharp conversion c(n,F)1 from spectral gap to class-edge count.
Sharpness and the nonlinear regime
Tightness is witnessed by c(n,F)2, the balanced Turán graph with a matching of size c(n,F)3 added inside one part. An equitable-partition computation gives c(n,F)4, while c(n,F)5, since embeddings using two or more matching edges contribute only c(n,F)6 copies. Choosing c(n,F)7 establishes the upper bound matching the lower bound to first order.
A notable caveat is that linearity holds only as c(n,F)8. If instead a star with c(n,F)9 edges is added inside one part, the spectral lift is Tn,r0, so a fixed gap Tn,r1 is achieved with Tn,r2 internal edges and hence strictly fewer copies. Thus for fixed Tn,r3 the true minimum is nonlinear in Tn,r4, and the matching construction is optimal only to first order. This contrasts with the triangle case (Tn,r5, Tn,r6), where Chen–Li–Tang showed the forced count is exactly linear in the gap for all Tn,r7, with split graphs extremal; the nonlinearity is a new feature of the case Tn,r8.
Limitations and open questions
The main theorem covers the range Tn,r9 of spectral surplus; beyond this range, once F00 the count jumps to F01 by the Erdős–Simonovits supersaturation applied along the stability partition, but the intermediate range F02 is not understood. The paper also leaves open the pointwise function
F03
known only to satisfy F04 for small F05; determining F06 exactly — equivalently, identifying the optimal "internal" graph added to a part of F07 — remains open, as does deciding for which F08 the function F09 is linear. Further directions include the case F10, where the spectral extremal graphs are split graphs rather than Turán graphs and require a different stability analysis (odd cycles F11, F12, being a concrete target); general (non-color-critical) forbidden graphs; bipartite F13 with additive spectral gaps above split graphs; analogues for the F14-spectral and signless Laplacian radii; and removing the F15 error to obtain exact counts in the spirit of Lovász–Simonovits and Liu–Pikhurko–Staden.
Conclusion
This paper completes the edge-spectral line of supersaturation results for color-critical graphs: it converts an additive spectral surplus F16 above Nikiforov's threshold into a linear number of copies of F17 with the best possible constant F18, thereby solving the Fang–Lin–Zhai conjecture in a strengthened form and providing the precise edge-spectral analogue of Mubayi's theorem. The proof introduces a reusable mechanism — gap-preserving regularization combined with a first-order conversion of spectral gap into internal-edge count — and the sharpness analysis reveals a genuinely nonlinear structure for fixed gaps when F19, distinguishing the color-critical case from the classical triangle setting.