Combinatorial Reciprocity Theorems Matthias Beck San Francisco - - PowerPoint PPT Presentation
Combinatorial Reciprocity Theorems Matthias Beck San Francisco - - PowerPoint PPT Presentation
Combinatorial Reciprocity Theorems Matthias Beck San Francisco State University math.sfsu.edu/beck/ Joint work with... Thomas Zaslavsky, Binghamton University (SUNY) math.CO/0309330 math.CO/0309331 math.CO/0506315 Combinatorial Reciprocity
Joint work with...
Thomas Zaslavsky, Binghamton University (SUNY) math.CO/0309330 math.CO/0309331 math.CO/0506315
Combinatorial Reciprocity Theorems Matthias Beck 2
Chromatic polynomials of graphs
Γ = (V, E) – graph (without loops) k-coloring of Γ : mapping x : V → {1, 2, . . . , k}
Combinatorial Reciprocity Theorems Matthias Beck 3
Chromatic polynomials of graphs
Γ = (V, E) – graph (without loops) k-coloring of Γ : mapping x : V → {1, 2, . . . , k} Proper k-coloring of Γ : mapping x : V → {1, 2, . . . , k} such that xi = xj if there is an edge ij
Combinatorial Reciprocity Theorems Matthias Beck 3
Chromatic polynomials of graphs
Γ = (V, E) – graph (without loops) k-coloring of Γ : mapping x : V → {1, 2, . . . , k} Proper k-coloring of Γ : mapping x : V → {1, 2, . . . , k} such that xi = xj if there is an edge ij Theorem (Birkhoff 1912, Whitney 1932) χΓ(k) := # (proper k-colorings of Γ) is a monic polynomial in k of degree |V |.
Combinatorial Reciprocity Theorems Matthias Beck 3
Chromatic polynomials of graphs
Γ = (V, E) – graph (without loops) k-coloring of Γ : mapping x : V → {1, 2, . . . , k} Proper k-coloring of Γ : mapping x : V → {1, 2, . . . , k} such that xi = xj if there is an edge ij Theorem (Birkhoff 1912, Whitney 1932) χΓ(k) := # (proper k-colorings of Γ) is a monic polynomial in k of degree |V |. Proof: Choose your favorite edge e of Γ and use χΓ(k) = χ(Γ\e)(k) − χ(Γ·e)(k) and induction. . .
Combinatorial Reciprocity Theorems Matthias Beck 3
Stanley’s Acyclic-Orientation Theorem
Theorem (Stanley 1973) (−1)|V |χΓ(−k) equals the number of pairs (α, x) consisting of an acyclic orientation α of Γ and a compatible k-coloring. In particular, (−1)|V |χΓ(−1) equals the number of acyclic orientations of Γ. (An orientation α of Γ and a k -coloring x are compatible if xj ≥ xi whenever there is an edge oriented from i to j. An orientation is acyclic if it has no directed cycles.)
Combinatorial Reciprocity Theorems Matthias Beck 4
Flow polynomials
Nowhere-zero A-flow on a graph Γ = (V, E) : mapping x : E → A \ {0} (A an abelian group) such that for every node v ∈ V
- h(e)=v
x(e) =
- t(e)=v
x(e) h(e) := head t(e) := tail
- f the edge e in a (fixed) orientation of Γ
Combinatorial Reciprocity Theorems Matthias Beck 5
Flow polynomials
Nowhere-zero A-flow on a graph Γ = (V, E) : mapping x : E → A \ {0} (A an abelian group) such that for every node v ∈ V
- h(e)=v
x(e) =
- t(e)=v
x(e) h(e) := head t(e) := tail
- f the edge e in a (fixed) orientation of Γ
Nowhere-zero k-flow : Z-flow with values in {1, 2, . . . , k − 1}
Combinatorial Reciprocity Theorems Matthias Beck 5
Flow polynomials
Nowhere-zero A-flow on a graph Γ = (V, E) : mapping x : E → A \ {0} (A an abelian group) such that for every node v ∈ V
- h(e)=v
x(e) =
- t(e)=v
x(e) h(e) := head t(e) := tail
- f the edge e in a (fixed) orientation of Γ
Nowhere-zero k-flow : Z-flow with values in {1, 2, . . . , k − 1} Theorem (Tutte 1954) ϕΓ(|A|) := # (nowhere-zero A-flows) is a polynomial in |A|. (Kochol 2002) ϕΓ(k) := # (nowhere-zero k-flows) is a polynomial in k.
Combinatorial Reciprocity Theorems Matthias Beck 5
Flow polynomials
Nowhere-zero A-flow on a graph Γ = (V, E) : mapping x : E → A \ {0} (A an abelian group) such that for every node v ∈ V
- h(e)=v
x(e) =
- t(e)=v
x(e) h(e) := head t(e) := tail
- f the edge e in a (fixed) orientation of Γ
Nowhere-zero k-flow : Z-flow with values in {1, 2, . . . , k − 1} Theorem (Tutte 1954) ϕΓ(|A|) := # (nowhere-zero A-flows) is a polynomial in |A|. (Kochol 2002) ϕΓ(k) := # (nowhere-zero k-flows) is a polynomial in k. What about reciprocity?
Combinatorial Reciprocity Theorems Matthias Beck 5
(Weak) semimagic squares
Hn(t) – number of nonnegative integral n × n-matrices in which every row and column sums to t 1 1 2 2 1 1 1 2 1
Combinatorial Reciprocity Theorems Matthias Beck 6
(Weak) semimagic squares
Hn(t) – number of nonnegative integral n × n-matrices in which every row and column sums to t 1 1 2 2 1 1 1 2 1 Theorem (Ehrhart, Stanley 1973, conjectured by Anand-Dumir-Gupta 1966) Hn(t) is a polynomial in t of degree (n − 1)2.
Combinatorial Reciprocity Theorems Matthias Beck 6
(Weak) semimagic squares
Hn(t) – number of nonnegative integral n × n-matrices in which every row and column sums to t 1 1 2 2 1 1 1 2 1 Theorem (Ehrhart, Stanley 1973, conjectured by Anand-Dumir-Gupta 1966) Hn(t) is a polynomial in t of degree (n − 1)2 which satisfies Hn(0) = 1, Hn(−1) = Hn(−2) = · · · = Hn(−n + 1) = 0, and Hn(−n − t) = (−1)n−1Hn(t) .
Combinatorial Reciprocity Theorems Matthias Beck 6
(Weak) semimagic squares
Hn(t) – number of nonnegative integral n × n-matrices in which every row and column sums to t 1 1 2 2 1 1 1 2 1 Theorem (Ehrhart, Stanley 1973, conjectured by Anand-Dumir-Gupta 1966) Hn(t) is a polynomial in t of degree (n − 1)2 which satisfies Hn(0) = 1, Hn(−1) = Hn(−2) = · · · = Hn(−n + 1) = 0, and Hn(−n − t) = (−1)n−1Hn(t) . What about “classical” magic squares?
Combinatorial Reciprocity Theorems Matthias Beck 6
Characteristic polynomials of hyperplane arrangements
H ⊂ Rd – arrangement of affine hyperplanes L(H) := S : S ⊆ H and S = ∅
- , ordered by reverse inclusion
Combinatorial Reciprocity Theorems Matthias Beck 7
Characteristic polynomials of hyperplane arrangements
H ⊂ Rd – arrangement of affine hyperplanes L(H) := S : S ⊆ H and S = ∅
- , ordered by reverse inclusion
M¨
- bius function µ(r, s) :=
if r ≤ s, 1 if r = s, −
- r≤u<s
µ(r, u) if r < s. Characteristic polynomial pH(λ) :=
- s∈L(H)
µ
- Rd, s
- λdim s
Combinatorial Reciprocity Theorems Matthias Beck 7
Characteristic polynomials of hyperplane arrangements
H ⊂ Rd – arrangement of affine hyperplanes L(H) := S : S ⊆ H and S = ∅
- , ordered by reverse inclusion
M¨
- bius function µ(r, s) :=
if r ≤ s, 1 if r = s, −
- r≤u<s
µ(r, u) if r < s. Characteristic polynomial pH(λ) :=
- s∈L(H)
µ
- Rd, s
- λdim s
Theorem (Zaslavsky 1975) If Rd ∈ H then the number of regions into which a hyperplane arrangement H divides Rd is (−1)dpH(−1).
Combinatorial Reciprocity Theorems Matthias Beck 7
Ehrhart (quasi-)polynomials
P ⊂ Rd – convex rational polytope For t ∈ Z>0 let EhrP(t) := #
- P ∩ 1
tZd
Combinatorial Reciprocity Theorems Matthias Beck 8
Ehrhart (quasi-)polynomials
P ⊂ Rd – convex rational polytope For t ∈ Z>0 let EhrP(t) := #
- P ∩ 1
tZd
Theorem (Ehrhart 1962) EhrP(t) is a quasipolynomial in t of degree dim P with leading term vol P (normalized to aff P ∩ Zd) and constant term 1. (A quasipolynomial is an expression cd(t) td + · · · + c1(t) t + c0(t) where c0, . . . , cd are periodic functions in t.)
Combinatorial Reciprocity Theorems Matthias Beck 8
Ehrhart (quasi-)polynomials
P ⊂ Rd – convex rational polytope For t ∈ Z>0 let EhrP(t) := #
- P ∩ 1
tZd
Theorem (Ehrhart 1962) EhrP(t) is a quasipolynomial in t of degree dim P with leading term vol P (normalized to aff P ∩ Zd) and constant term 1. (Macdonald 1971) (−1)dim P EhrP(−t) enumerates the interior lattice points in tP. (A quasipolynomial is an expression cd(t) td + · · · + c1(t) t + c0(t) where c0, . . . , cd are periodic functions in t.)
Combinatorial Reciprocity Theorems Matthias Beck 8
Shameless plug
- M. Beck & S. Robins
Computing the continuous discretely Integer-point enumeration in polyhedra To appear (late 2006) in Springer Undergraduate Texts in Mathematics Preprint available at math.sfsu.edu/beck
Combinatorial Reciprocity Theorems Matthias Beck 9
Graph coloring a la Ehrhart
χK2(k) = k(k − 1) ...
1 k + 1 k +
1 = x 2
x
2
K
Combinatorial Reciprocity Theorems Matthias Beck 10
Graph coloring a la Ehrhart
χK2(k) = k(k − 1) ...
1 k + 1 k +
1 = x 2
x
2
K
χΓ(k) = #
- (0, 1)V \
- H(Γ)
- ∩
1 k + 1ZV
- Combinatorial Reciprocity Theorems
Matthias Beck 10
Stanley’s Theorem a la Ehrhart
1 k + 1 k +
1 = x 2
x
2
K
χΓ(k) = #
- (0, 1)V \ H(Γ)
- ∩
1 k+1ZV
Write (0, 1)V \
- H(Γ) =
- j
P◦
j , then by Ehrhart-Macdonald reciprocity
(−1)|V |χΓ(−k) =
- j
EhrPj(k − 1)
Combinatorial Reciprocity Theorems Matthias Beck 11
Stanley’s Theorem a la Ehrhart
1 k + 1 k +
1 = x 2
x
2
K
χΓ(k) = #
- (0, 1)V \ H(Γ)
- ∩
1 k+1ZV
Write (0, 1)V \
- H(Γ) =
- j
P◦
j , then by Ehrhart-Macdonald reciprocity
(−1)|V |χΓ(−k) =
- j
EhrPj(k − 1) Greene’s observation region of H(Γ) ⇐ ⇒ acyclic orientation of Γ xi < xj ⇐ ⇒ i − → j
Combinatorial Reciprocity Theorems Matthias Beck 11
Chromatic polynomials of signed graphs
Σ – signed graph (without loops): each edge is labelled + or − Proper k-coloring of Σ : mapping x : V → {−k, −k + 1, . . . , k} such that, if edge ij has sign ǫ then xi = ǫxj
Combinatorial Reciprocity Theorems Matthias Beck 12
Chromatic polynomials of signed graphs
Σ – signed graph (without loops): each edge is labelled + or − Proper k-coloring of Σ : mapping x : V → {−k, −k + 1, . . . , k} such that, if edge ij has sign ǫ then xi = ǫxj Theorem (Zaslavsky 1982) χΣ(2k + 1) := # (proper k-colorings of Σ) and χ∗
Σ(2k) := # (proper zero-free k-colorings of Σ) are monic polynomials of
degree |V |. The number of compatible pairs (α, x) consisting of an acyclic
- rientation α and a k-coloring x of Σ is equal to (−1)|V |χΣ(−(2k + 1)).
The number in which x is zero-free equals (−1)|V |χ∗
Σ(−2k). In particular,
(−1)|V |χΣ(−1) equals the number of acyclic orientations of Σ.
Combinatorial Reciprocity Theorems Matthias Beck 12
Signed-graph coloring a la Ehrhart
x1 = 1/2 x 2 = 1/2 x1 + x 2 = 1 x1 = x 2 x1 = 1/2 x 2 = 1/2 x1 = x 2 (1,0) (0,1) (0,0) (1,1) (1,0) (0,0) (1,1) (0,1) + x 2 = 1 x1 − + − − pmk2o
Theorem χΣ(2k + 1) and χ∗
Σ(2k) are two halves of one inside-out
quasipolynomial.
Combinatorial Reciprocity Theorems Matthias Beck 13
Signed-graph coloring a la Ehrhart
x1 = 1/2 x 2 = 1/2 x1 + x 2 = 1 x1 = x 2 x1 = 1/2 x 2 = 1/2 x1 = x 2 (1,0) (0,1) (0,0) (1,1) (1,0) (0,0) (1,1) (0,1) + x 2 = 1 x1 − + − − pmk2o
Theorem χΣ(2k + 1) and χ∗
Σ(2k) are two halves of one inside-out
quasipolynomial. Open problem Is there a combinatorial interpretation of χ∗
Σ(−1)?
Combinatorial Reciprocity Theorems Matthias Beck 13
Flow polynomials revisited
ϕΓ(k) := # (nowhere-zero k-flows) ϕΓ(|A|) := # (nowhere-zero A-flows) Theorem (−1)|E|−|V |+c(Γ)ϕΓ(−k) equals the number of pairs (τ, x) consisting of a totally cyclic orientation τ and a compatible (k + 1) - flow x. In particular, the constant term ϕΓ(0) equals the number of totally cyclic orientations of Γ. (An orientation of Γ is totally cyclic if every edge lies in a coherent circle, that is, where the edges are oriented in a consistent direction around the
- circle. A totally cyclic orientation τ and a flow x are compatible if x ≥ 0
when it is expressed in terms of τ.)
Combinatorial Reciprocity Theorems Matthias Beck 14
Flow polynomials revisited
ϕΓ(k) := # (nowhere-zero k-flows) ϕΓ(|A|) := # (nowhere-zero A-flows) Theorem (−1)|E|−|V |+c(Γ)ϕΓ(−k) equals the number of pairs (τ, x) consisting of a totally cyclic orientation τ and a compatible (k + 1) - flow x. In particular, the constant term ϕΓ(0) equals the number of totally cyclic orientations of Γ. (An orientation of Γ is totally cyclic if every edge lies in a coherent circle, that is, where the edges are oriented in a consistent direction around the
- circle. A totally cyclic orientation τ and a flow x are compatible if x ≥ 0
when it is expressed in terms of τ.) Corollary ϕΓ(0) = (−1)|E|−|V |+c(Γ)ϕΓ(−1) ∃ analogous theorems for signed graphs
Combinatorial Reciprocity Theorems Matthias Beck 14
Open problems
Find a formula for, or a combinatorial interpretation of, the leading coefficient of ϕΓ.
Combinatorial Reciprocity Theorems Matthias Beck 15
Open problems
Find a formula for, or a combinatorial interpretation of, the leading coefficient of ϕΓ. Is there a combinatorial interpretation of ϕΓ(−k) for k ≥ 2?
Combinatorial Reciprocity Theorems Matthias Beck 15
Open problems
Find a formula for, or a combinatorial interpretation of, the leading coefficient of ϕΓ. Is there a combinatorial interpretation of ϕΓ(−k) for k ≥ 2? For some graphs, both ϕΓ and ϕΓ have integral coefficients and ϕΓ is a multiple of ϕΓ. Is there a general reason for these facts?
Combinatorial Reciprocity Theorems Matthias Beck 15
Inside-out counting functions
Inside-out polytope : (P, H) Multiplicity of x ∈ Rd : mP,H(x) :=
- # closed regions of H in P that contain x
if x ∈ P, if x / ∈ P Closed Ehrhart quasipolynomial EP,H(t) :=
- x∈1
tZd
mP,H(x) Open Ehrhart quasipolynomial E◦
P,H(t) := #
1
tZd ∩ [P \ H]
- Combinatorial Reciprocity Theorems
Matthias Beck 16
Basic inside-out results
Theorem If (P, H) is a closed, full-dimensional, rational inside-out polytope, then EP,H(t) and E◦
P◦,H(t) are quasipolynomials in t of degree dim P with
leading term vol P , and with constant term EP,H(0) equal to the number
- f regions of (P, H). Furthermore,
E◦
P◦,H(t) = (−1)dEP,H(−t).
Combinatorial Reciprocity Theorems Matthias Beck 17
Basic inside-out results
Theorem If (P, H) is a closed, full-dimensional, rational inside-out polytope, then EP,H(t) and E◦
P◦,H(t) are quasipolynomials in t of degree dim P with
leading term vol P , and with constant term EP,H(0) equal to the number
- f regions of (P, H). Furthermore,
E◦
P◦,H(t) = (−1)dEP,H(−t).
Theorem (P, H) is a closed, full-dimensional, rational inside-out polytope, then E◦
P,H(t) =
- u∈L(H)
µ(Rd, u) EhrP∩u(t), and if H is transverse to P EP,H(t) =
- u∈L(H)
|µ(Rd, u)| EhrP∩u(t). (H is transverse to P if every flat u ∈ L(H) that intersects P also intersects P ◦, and P does not lie in any of the hyperplanes of H.)
Combinatorial Reciprocity Theorems Matthias Beck 17
(Strong) magic squares
Magn(t) – number of nonnegative integral n × n-matrices with distinct entries in which every row and column sums to t 4 3 8 9 5 1 2 7 6
Combinatorial Reciprocity Theorems Matthias Beck 18
(Strong) magic squares
Magn(t) – number of nonnegative integral n × n-matrices with distinct entries in which every row and column sums to t 4 3 8 9 5 1 2 7 6 Corollary Magn(t) is a quasipolynomial in t of degree n − 2n − 1. Open problem Can anything be said about the period of Magn? Even in the weak case, do we ever get a polynomial?
Combinatorial Reciprocity Theorems Matthias Beck 18
Enumeration of integer points with distinct entries
P ⊂ Rd – rational convex polytope, transverse to H := H[Kd]aff P – arrangement corresponding to Kd, induced on aff P
Combinatorial Reciprocity Theorems Matthias Beck 19
Enumeration of integer points with distinct entries
P ⊂ Rd – rational convex polytope, transverse to H := H[Kd]aff P – arrangement corresponding to Kd, induced on aff P Theorem The number E◦
P◦,H(t) of integer points in tP◦ with distinct entries
is a quasipolynomial with constant term equal to the number of permutations
- f [d] that are realizable in P .
Furthermore, (−1)dim sE◦
P◦,H(−t) =
EP,H(t) := the number of pairs (x, σ) consisting of an integer point x ∈ tP and a compatible P-realizable permutation σ of [d]. (The point x ∈ Rd and the permutation τ are compatible if xτ1 < xτ2 < · · · < xτd. τ is realizable in X if there exists a compatible x ∈ X.)
Combinatorial Reciprocity Theorems Matthias Beck 19
Enumeration of integer points with distinct entries
P ⊂ Rd – rational convex polytope, transverse to H := H[Kd]aff P – arrangement corresponding to Kd, induced on aff P Theorem The number E◦
P◦,H(t) of integer points in tP◦ with distinct entries
is a quasipolynomial with constant term equal to the number of permutations
- f [d] that are realizable in P .
Furthermore, (−1)dim sE◦
P◦,H(−t) =
EP,H(t) := the number of pairs (x, σ) consisting of an integer point x ∈ tP and a compatible P-realizable permutation σ of [d]. (The point x ∈ Rd and the permutation τ are compatible if xτ1 < xτ2 < · · · < xτd. τ is realizable in X if there exists a compatible x ∈ X.) Applications (strong) magic squares, rectangles, cubes, graphs, ...
Combinatorial Reciprocity Theorems Matthias Beck 19
Open problems
When does H[Kd] change the denominator of P?
Combinatorial Reciprocity Theorems Matthias Beck 20
Open problems
When does H[Kd] change the denominator of P? If P has integral vertices then EhrP is a polynomial. What conditions on P ensure that EP,H[Kd] is also a polynomial? (It need not be: Consider the line segment P from (0, 1) to (1, 0) and let H = {x1 = x2}.)
Combinatorial Reciprocity Theorems Matthias Beck 20
Open problems
When does H[Kd] change the denominator of P? If P has integral vertices then EhrP is a polynomial. What conditions on P ensure that EP,H[Kd] is also a polynomial? (It need not be: Consider the line segment P from (0, 1) to (1, 0) and let H = {x1 = x2}.) The inside-out Ehrhart quasipolynomials for some magic and latin squares have striking symmetries (coefficients alternate in sign, the polynomials factor nicely, etc.). Explain.
Combinatorial Reciprocity Theorems Matthias Beck 20
Open problems
When does H[Kd] change the denominator of P? If P has integral vertices then EhrP is a polynomial. What conditions on P ensure that EP,H[Kd] is also a polynomial? (It need not be: Consider the line segment P from (0, 1) to (1, 0) and let H = {x1 = x2}.) The inside-out Ehrhart quasipolynomials for some magic and latin squares have striking symmetries (coefficients alternate in sign, the polynomials factor nicely, etc.). Explain. The inside-out Ehrhart quasipolynomials for some magic and latin squares have much lower periods than predicted by their denominators. Explain.
Combinatorial Reciprocity Theorems Matthias Beck 20
Open problems
When does H[Kd] change the denominator of P? If P has integral vertices then EhrP is a polynomial. What conditions on P ensure that EP,H[Kd] is also a polynomial? (It need not be: Consider the line segment P from (0, 1) to (1, 0) and let H = {x1 = x2}.) The inside-out Ehrhart quasipolynomials for some magic and latin squares have striking symmetries (coefficients alternate in sign, the polynomials factor nicely, etc.). Explain. The inside-out Ehrhart quasipolynomials for some magic and latin squares have much lower periods than predicted by their denominators. Explain. Compute Mag4, Mag5, . . . (possibly using LattE and the M¨
- bius function
- f the intersection lattice of H[Kd]).
Combinatorial Reciprocity Theorems Matthias Beck 20
Antimagic
f1, . . . , fm ∈ (Rd)∗ – linear forms A◦(t) := # integer points x ∈ (0, t)d such that fj(x) = fk(x) if j = k
Combinatorial Reciprocity Theorems Matthias Beck 21
Antimagic
f1, . . . , fm ∈ (Rd)∗ – linear forms A◦(t) := # integer points x ∈ (0, t)d such that fj(x) = fk(x) if j = k Inside-out interpretation: f(x) := (f1, . . . , fm)(x) / ∈ H[Km] ⊆ Rm Pullback H[Km]♯ ⊆ Rd obtained from f −1(h) for all h ∈ H[Km] Antimagic : x ∈ Rd \ H[Km]♯
Combinatorial Reciprocity Theorems Matthias Beck 21
Antimagic
f1, . . . , fm ∈ (Rd)∗ – linear forms A◦(t) := # integer points x ∈ (0, t)d such that fj(x) = fk(x) if j = k Inside-out interpretation: f(x) := (f1, . . . , fm)(x) / ∈ H[Km] ⊆ Rm Pullback H[Km]♯ ⊆ Rd obtained from f −1(h) for all h ∈ H[Km] Antimagic : x ∈ Rd \ H[Km]♯ Examples : antimagic graphs and relatives (bidirected antimagic graphs, node antimagic, total graphical antimagic), antimagic squares, cubes, etc.
Combinatorial Reciprocity Theorems Matthias Beck 21
Open problems
Is there a combinatorial interpretation of the regions of H[Km]♯?
Combinatorial Reciprocity Theorems Matthias Beck 22
Open problems
Is there a combinatorial interpretation of the regions of H[Km]♯? What is the intersection-lattice structure of H[Km]♯?
Combinatorial Reciprocity Theorems Matthias Beck 22
Open problems
Is there a combinatorial interpretation of the regions of H[Km]♯? What is the intersection-lattice structure of H[Km]♯? Prove that every graph except K2 is (strongly) antimagic, i.e., admits an antimagic labelling using the numbers 1, 2, . . . , |E|.
Combinatorial Reciprocity Theorems Matthias Beck 22
Open problems
Is there a combinatorial interpretation of the regions of H[Km]♯? What is the intersection-lattice structure of H[Km]♯? Prove that every graph except K2 is (strongly) antimagic, i.e., admits an antimagic labelling using the numbers 1, 2, . . . , |E|. If that’s too hard, try trees.
Combinatorial Reciprocity Theorems Matthias Beck 22