Use the contact process convention that each infected vertex recovers at rate one and sends infection arrows to each neighbour at rate . Starting from a finite set, the process stays finite and is nonexplosive: its total birth rate is at most times its current size, so a linear-rate branching process dominates the number of births. The bound involving presupposes the branching-tree case .
For a nonempty finite infected set , put , let count its internal edges, and let count edges with exactly one endpoint in . Each such boundary edge contributes infection rate , even when several lead to the same vacant vertex. Since the induced graph is a forest, , and the edge boundary of a finite forest in a regular tree gives
A recovery multiplies by , while an infection multiplies it by . Therefore its infinitesimal generator is
Substituting the boundary lower bound gives
At the absorbing empty set the generator is zero, rather than this nonempty-set expression. If , the generator is nonpositive in every state. Both and its generator are bounded, since is bounded and . Applying Dynkin's formula over successive time intervals with the Markov property proves the exponential cardinality supermartingale for the contact process on a tree. In particular,
If is the extinction time, , so . Choosing proves global survival whenever . Obtaining a strict improvement of the threshold requires an additional comparison.
Here is a two-vertex branching comparison for contact-process survival. Delete one edge incident to a starting vertex and retain its forward rooted subtree, so every vertex has children. Partition it into cells as follows: pair each cell root with one distinguished child ; the other children of and all children of become roots of child cells, and repeat recursively. Each cell thus has child cells.
Suppress arrows back from a child cell into its parent, allow each child cell to be activated only once, and let infection inside each two-vertex cell evolve with the usual recoveries and reinfections until both vertices are healthy. A child cell is activated at its root by the first outgoing arrow to it while the corresponding parent vertex is infected. This process is contained in the original infection process under the graphical representation of the contact process: only infection paths have been removed. The Poisson clocks inside a child cell and on its outgoing edges have not previously been used. The Strong Markov property and independence of the clocks therefore make different cells' offspring counts independent and identically distributed. Dependence among different children of the same cell does not matter. The cell genealogy is a Galton-Watson process.
Let be the probability that a cell, initially infected only at , sends an arrow along one specified outgoing edge from before internal extinction. Let be the corresponding probability for one specified outgoing edge from , and let be the probability of success for the first target when both cell vertices are initially infected. First-step conditioning on the three nonempty pair states gives
For example, from the state with only infected, recovery at rate one fails, an internal arrow at rate leads to the two-infected state, and the target arrow at rate succeeds. From the state with only infected, the target cannot be reached until is infected. Symmetry identifies this latter success probability with . Solving these equations yields
By linearity of expectation, the offspring mean is . At the comparison rate ,
These finite-state probabilities are continuous in . Hence some still has . The branching-process extinction criterion gives positive probability of infinitely many activated cells. Nonexplosion prevents infinitely many activations in bounded time, and each activation is connected to its ancestor by an infection path. Thus infection survives for all time on that event. The global survival threshold of the contact process consequently satisfies
Retaining reinfection inside pairs is what supplies the strict improvement; a comparison that permits only one infection per vertex would give merely the non-strict bound.
For the local-survival estimate, set and . Each vertex has one neighbour of weight and neighbours of weight . Recoveries remove their vertex weights. Ignoring the restriction that an infection target must be vacant only increases the birth contribution, so
These weights have finite expectations on finite time intervals: a birth-only branching process with the same spatial arrows has expected weight at most . This justifies localization and the expectation identity for the generator. If , Dynkin's formula and the integrating-factor form of the Gronwall inequality give
For , take , which minimizes and makes it . Starting from then gives
In particular the expected total occupation time of is finite. Its recovery clock has rate one, so the expected number of recovery marks that occur while is infected equals this occupation-time integral and is finite. Each infection episode ends almost surely at a recovery. Infection at unbounded times would therefore require infinitely many such recoveries, an event of probability zero. This height-weighted local extinction bound for the contact process proves
This is a bound for the local survival threshold of the contact process, not just a bound on single-time infection probabilities. For the degree-two tree , the same local conclusion follows by choosing sufficiently close to one for each ; the displayed expression for the global threshold is not a finite numerical assertion in that case.
In bond percolation on the square lattice, every nearest-neighbour edge independently has state one, meaning open, with probability , and state zero, meaning closed, with probability . Thus the configuration law is the product measure . An open path in bond percolation uses only open edges. An increasing event satisfies : opening further edges cannot destroy the event.
The Harris-FKG inequality for two increasing events is
For disjoint occurrence of increasing events, write when disjoint sets of open edges separately witness and , so each event is forced by its own witness regardless of the other edges. The Van den Berg-Kesten inequality states
For events given by cylinder sets these are finite-coordinate assertions. Connection events have finite open-path witnesses; truncating to finite boxes and taking increasing limits gives the same disjoint-occurrence bound for them. Sharing a vertex between the two witness paths is permitted; sharing an edge is not.
For , take a simple open path from the origin to the radius- boundary and let be its first vertex on the radius- boundary. Its initial segment witnesses . If is its final vertex, then . Consequently the remaining segment reaches , and its initial portion until that visit witnesses . The two segments use disjoint edges. Hence
The union bound, Van den Berg-Kesten inequality and translation invariance of the product measure now give the weighted BK boundary-splitting estimate
For the same bound follows directly from the union bound, with . With the conventional , gives equality.
Write for the percolation cluster of the origin. By summing its membership indicators, the percolation susceptibility is
If it is finite, then . For , choose with . Iterating the boundary-splitting estimate with this fixed gives
For , , so . To handle all smaller positive radii without an unspecified prefactor, observe that . Therefore
For , the second chosen rate gives , and for larger the first rate applies. At both sides equal one. The endpoint has for every , so any positive rate works; is excluded by finite susceptibility. This proves exponential one-arm decay from finite susceptibility with the required unit prefactor.
For real , the normal moment-generating formula gives . Using independent increments and conditioning on the Brownian filtration,
All terms are integrable by the same normal formula. Thus the displayed process is an Exponential martingale for Brownian motion.
For the interval exit time, we first show both almost-sure finiteness and finite expectation. On , the position at time lies in . If , the continuous path must exit by time . This increment is independent of and has law , so the conditional probability of this event is a fixed . Therefore
This geometric tail bound from a uniform escape probability implies almost surely and .
Take . Then is the exponential martingale just proved. Its stopped values lie between and . The optional stopping theorem at , followed by bounded convergence, gives . With and the two possible boundary values,
Solving yields
Next apply bounded-time optional stopping to . Since , we obtain . The stopped position is bounded, and the stopped time increases to an integrable . Passing to the limit gives . Therefore
As a check, letting gives the driftless formulas and . The expectation calculation uses a justified stopping limit, rather than assuming that optional stopping holds at every unbounded time.
In discrete time, the bounded-time optional stopping theorem says that an integrable supermartingale and bounded stopping times satisfy . For a martingale there is equality. The assertion at a possibly unbounded, almost-surely finite stopping time also holds with if is uniformly integrable: then is integrable and , with equality for a martingale. Boundedness of or the stated integrability condition cannot in general be omitted.
For the increment hypothesis here, implies almost surely, and telescoping gives
The right-hand side is an integrable random variable. Applying bounded-time optional stopping to and then the dominated convergence theorem proves
This is bounded-increment optional stopping with integrable time; the same reasoning gives equality for a martingale.
Put and first assume . Let be the first occurrence time of the specified seven-letter word. Its probability in a prescribed block is . Disjoint seven-flip blocks are independent, and a match in one forces to have occurred by its end. Consequently and ; this establishes the integrability needed for stopping before computing its value.
Start a new gambler with unit capital immediately before each flip. A gambler bets all current capital on the next required letter of the word, receives capital divided by for a correct head or by for a correct tail, and receives zero on failure. After completing all seven bets, the gambler retains the winnings without further betting. Each individual bet preserves its conditional expected capital. If is the total capital of all gamblers who have entered through flip , then is a martingale.
At any time at most seven gamblers are still betting, and each one's capital is at most , since probabilities of shorter prefixes are at least the full-word probability. Completed winnings do not change. Thus the increments of have a deterministic bound, for example . The preceding optional-stopping argument therefore gives .
At the first full match, no earlier gambler has completed the word. A surviving gambler who has placed successful bets corresponds to a suffix of the completed word which is also its length- prefix, namely a border of a word. The only such lengths are and : the shorter common string is HHT. Their capitals are and , respectively. Hence is this deterministic sum and
For a fair coin this is 136 flips. This is a waiting time for a word in independent nonuniform symbols; the overlap contribution is essential. If or , the word cannot occur because it contains both types of flip, so the expected waiting time is infinite.
Use the exponent convention . A real Lévy process starts at , has stationary increments and independent increments, is stochastically continuous, and is taken in its càdlàg version. Its characteristic exponent of a Lévy process satisfies and is continuous. This convention has the opposite sign from the alternative , so .
For real , the exponential martingale of a Lévy process is integrable because is deterministic and finite. For , its conditional expectation with respect to the natural filtration is
The second equality uses both independent increments and stationary increments. Thus this is a complex martingale, meaning that its real and imaginary parts are martingales.
A probability distribution is an infinitely divisible distribution when, for every positive integer , it is the distribution of a sum of independent and identically distributed random variables. Their common distribution is allowed to depend on . For a Lévy process,
and these summands are independent with the common law of . This proves the required infinite divisibility directly.
The Lévy–Khintchine theorem states that a real infinitely divisible distribution has characteristic function , where, for a unique triplet with the following fixed truncation,
with , , a positive measure, , and . Conversely every such triplet gives an infinitely divisible distribution and a Lévy process, unique in law, whose time- characteristic function is . The Lévy measure need not be finite near zero. Taylor expansion makes the compensated integrand there, while the measure is finite away from zero, so the integral is well defined. The drift parameter depends on the truncation: using instead can alter by the contribution of atoms at . Here denotes Gaussian variance, not drift.
We now prove that continuity forces , using the suggested truncation rather than merely quoting a path classification. For , is finite. The truncated exponent is that of the Compound Poisson process
where has rate and the marks have law when the rate is positive. The remaining exponent also has an admissible Lévy–Khintchine formula triplet. Hence construct independently a Lévy process with that exponent. The sum has the same finite-dimensional distributions as , and hence the same law on càdlàg path space. Continuity is therefore an almost-sure property of the sum if it is one of .
But independent compound Poisson jumps cannot cancel: conditional on the path of , its jump times are countable; the independent Poisson jump times have continuous distributions and avoid them almost surely. At each jump of , the sum has the same nonzero jump, of size at least . If , there is positive probability of such a jump on any fixed positive-length time interval, contradicting almost-sure continuity. Thus for every , and taking gives .
The characteristic function is now . If , the process has continuous paths and independent centered normal increments of variance , so it is standard Brownian motion on the original probability space. If , the increments are deterministic, and continuity together with equality at all rational times gives simultaneously for all almost surely. A Brownian motion on an enlarged space can be used in the zero-variance representation if necessary. Therefore
Use for the completed Riemann zeta function, without the polynomial factor used to define the entire Riemann xi function. For complex put
This is the Modified Bessel function of the second kind. The substitution writes it as , proving that it is entire in , that , and that it decays exponentially as , uniformly for in a compact set.
For all the lattice sums and the integrals below converge absolutely. The terms in the completed nonholomorphic Eisenstein series contribute . For , use the Gamma integral and then Poisson summation in :
Here the Poisson identity is . At , evaluating the Gamma integral and summing over gives . At , the substitution and the integral representation of the modified Bessel function of the second kind give
Collect the frequency . There are two signed choices of for each positive divisor of . Thus, with , the full Fourier expansion is
The factor is important: the lattice sum includes both signs, while the defining factor was already used in its Mellin integral. This expansion uses exactly the completion in the question.
We can deduce both of the offered conclusions. First recall, with a short proof, the needed functional equation of the Riemann zeta function. Put . Poisson summation gives . Splitting the Mellin integral of at one yields
The integral is entire and invariant under . Hence , with only simple poles at , of residues . This is the pole-bearing completion, not the entire xi function.
For fixed , the nonconstant part of the Eisenstein expansion is entire in and locally normally convergent: the divisor sums grow at most polynomially on a compact set of , whereas decays exponentially in . The same argument gives local uniformity for in compact subsets of the complex upper half-plane. Thus only the constant terms can have poles. Their apparent poles at cancel: has principal part , while has its negative, and both multiply there. The remaining poles are simple, at , with residues .
Under , the two constant terms interchange by the zeta functional equation. The nonconstant terms are unchanged because and
which follows by replacing a divisor by . Therefore
For the Kronecker limit formula, evaluate the finite Laurent coefficient at . Write for the Euler--Mascheroni constant. From and we obtain
The gamma derivative follows by differentiating the Gamma duplication formula and using . Multiplication by adds to the constant term; the other constant term contributes .
The half-order Modified Bessel function of the second kind is . For example, in its even integral representation set as variable and then : and the factor converts the integral to a Gaussian. At the nonconstant Eisenstein coefficients are consequently . On the other hand, the absolutely convergent logarithmic series gives
Adding this identity to its conjugate identifies the nonconstant sum as . With the analytic Dedekind eta function product , the resulting answer is
This derivation of the Kronecker limit formula uses the analytic eta product only; it does not assume its modular transformation. The lattice series is invariant for by an integral change of the pair and . Analytic continuation preserves this invariance, so its finite Laurent coefficient is invariant too. This supplies the independent weight-two transformation argument used in Question 2.
Let be the constant Fourier coefficient and suppose first that is even and ; thus . Put . The precise Mellin continuation of a noncuspidal modular form is
It is meromorphic on the whole plane, with possible simple poles only at , of residues , respectively. For a cusp form it is an entire function. A nonzero constant term makes both of these poles genuine.
We first justify the initial Mellin transform. Decompose with . For a cusp form, is invariant under the modular group and bounded on its fundamental domain, since it tends to zero at the cusp. Therefore it is bounded throughout the complex upper half-plane. Integrating the Fourier coefficient at height gives . The Eisenstein series coefficients satisfy by replacing divisors by . Consequently , and absolute termwise integration is valid for :
Indeed , and the sum of the absolute integrals converges in that half-plane.
Write . Exponential cusp decay of the difference implies uniform convergence on compact subsets of the -plane, including after any number of derivatives in , so is entire. The modular transformation gives
On the lower half of the Mellin integral, subtract the transformed constant explicitly:
Substitute in the decaying term and integrate the two powers in the constant term. This yields, initially for ,
The right side supplies the claimed meromorphic continuation and its residues. Replacing by and multiplying by , with , leaves this expression unchanged, proving the functional equation with its correct sign. In particular the residue at is tied to the residue at zero by that equation; subtracting only at infinity and overlooking its transformed value at zero would miss these poles.
In weight zero every modular form is constant, so and its completion is identically zero. The same holds for the zero form in odd, negative, or weight-two spaces. Thus the assertion covers all weights in the notation of the paper. There is no conjugation of in this level-one functional equation.
Write and use the determinant-normalized slash operator
The automorphy factor identity proves , and positive scalar matrices act trivially. Let be all integral matrices of determinant . It is stable under left and right multiplication by . Its left orbits have unique representatives
Indeed Bézout's identity reduces the first column to , the determinant fixes , and a row shear reduces modulo . These are the determinant-n matrix representatives for Hecke operators. For composite , can contain more than one double coset; keeping every integral matrix, including nonprimitive ones, is essential.
Define the Hecke operator by
Changing a representative on the left leaves its summand unchanged. Right multiplication by permutes left orbits of , so the result satisfies the weight- transformation law. Each summand is holomorphic. Its expansion at infinity is bounded, and vanishes there when is a cusp form; the group has just one cusp class. Therefore preserves both and , and is the identity.
For a Fourier expansion , the sum over vanishes unless . Substitute and then collect the coefficient of to obtain the Fourier coefficients of a composite-index Hecke operator:
Here , so the constant coefficient is ; at it is . This proves preservation of integral coefficients. At a prime,
with if .
We can prove the entire Hecke multiplication relations directly, not just quote them. On formal power series put and . Although these individual operators need not preserve level one, and the coefficient formula gives
Multiply on the left by . In the first part the term is ; every reduces by to . The second part, together with the term, is . The remaining sum is . Thus
For coprime indices, the coefficient divisors split independently in the displayed formula, proving when . Induction with the prime-power recurrence gives . Combining the primes proves
In particular the modular Hecke algebra is commutative and is generated by the prime operators.
For cusp forms the Petersson inner product is
Cusp decay makes it finite and positive definite. The Hecke operators are self-adjoint for the Petersson inner product. To see the change-of-variables mechanism, fix a double coset and put . Representatives of give left representatives . Unfolding the sum in changes the integral over to the integral over of . The substitution preserves and has ; these factors move the slash from to . Refold over to get the reverse double coset. Since scalar matrices act trivially, has the same slash action as its adjugate , an integral matrix of determinant . The adjugate involution permutes all the double cosets in . The common real factor is unchanged, giving .
Since is finite dimensional, commuting self-adjoint linear operators have a common orthonormal basis of Hecke eigenforms: diagonalize one operator, restrict the others to its eigenspaces, and repeat until these spaces cannot split further. If is a nonzero common Hecke eigenform with , the coefficient at gives . Were , every positive coefficient would vanish, contrary to being cuspidal. Normalize ; then , and the Hecke multiplication relations yield
The eigenvalues are real by self-adjointness. Their multiplicativity and prime-power recurrence give the Euler product of a Hecke eigenform, initially in an absolutely convergent half-plane:
The Mellin transform in Question 5 supplies its analytic continuation and functional equation.
Finally, for positive even , , by subtracting the constant coefficient times the normalized Eisenstein series. The divisor identity
follows by multiplying the geometric sums at each prime; it and the constant-coefficient formula prove . Thus has an Eisenstein series eigenline and a basis of cuspidal Hecke eigenforms. Odd and negative weights have no forms, , and on the operator is the scalar . These statements fix the normalization and describe the exceptional small weights as well.
Extend by zero to integers not coprime to , and write for its Gauss sum of a Dirichlet character. We use the analytic branch of that is positive when is positive imaginary. With the convention , the Gaussian Fourier transform and its differentiated version are
The first formula follows by completing the square, first on the imaginary axis and then by analytic continuation; the second follows by differentiating the Fourier transform in . All the functions are Schwartz functions on the real axis.
For completeness, the finite Fourier transform of a primitive Dirichlet character satisfies
For a unit this is substitution by its inverse. If , primitivity supplies a unit with : otherwise the character would factor through modulus . Multiplication by fixes the additive exponential but multiplies the sum by , so the sum vanishes. This proves the identity also on nonunits. Finite Parseval identity now gives , since exactly frequencies have nonzero character values. In particular this Gauss sum of a Dirichlet character is nonzero.
Apply Poisson summation to each residue class: . Multiply by and sum over . The formulas above give the two character theta transformations
and
In the odd case the prefactor originally reads ; using explains the factor . Opposite parity makes the corresponding series identically zero by pairing . This is why the weight-three-halves series is needed for odd Dirichlet characters.
To deduce the products from these transformations, use two specific primitive Dirichlet characters. The even character takes values on modulo twelve. It is primitive: its values do not factor through six or four, hence through no proper divisor of twelve. Its Gauss sum of a Dirichlet character is . Put
The even transformation gives ; also , since each nonzero term has . Thus transforms as a weight-twelve modular form under the generators of the modular group. It is holomorphic and starts with , so it is a normalized cusp form. The proof in Question 1 shows , giving . In particular has no interior zeros, by the valence formula for the modular group.
The Serre derivative argument in Question 2 gives . Hence . The analytic product is nonzero and has the same logarithmic derivative, since . Therefore is constant on the connected complex upper half-plane; its limit at infinity is one. This proves , without assuming either of the product identities being deduced. Pair the terms in , choosing representatives . Since , we get
This is the Euler pentagonal identity, derived by the character theta proof of the eta product.
For the second product use the odd primitive character , , with Gauss sum of a Dirichlet character . Set
The odd transformation gives and the series gives . Thus is another normalized weight-twelve cusp form, and . Because is nonzero, has eighth power one, so it is constant; its leading coefficient fixes it to one. Pairing positive and negative odd integers now gives
Since , the Jacobi cubic product identity follows:
All pairings and differentiations take place in locally uniformly convergent theta functions or products on .
Put and . Separate the terms in the lattice Eisenstein series. Differentiating the cosecant partial-fraction identity times gives, for ,
The initial identity is ; differentiation accounts for the factorial and the sign. Pair and and collect the products . Absolute convergence of the lattice sum for , and local uniform convergence of the resulting power series, justify these operations. Thus the requested Fourier expansions are
Here , and the Bernoulli numbers have convention . The second formula uses Euler's even-value identity for the Riemann zeta function, . In particular and .
We need the rational, rather than merely complex, version of the polynomial ring of level-one modular forms. Recall how the valence formula for the modular group supplies its proof. For a nonzero weight- modular form, with ,
Integrate around a truncated standard fundamental domain of the modular group, indenting around boundary zeros. The paired vertical sides cancel by translation; pair the two halves of the circular edge using . The logarithmic derivative of supplies , while the top edge supplies . The half-disc and third-disc at the two elliptic points account for the fractions . The argument principle then gives the formula. All orders in it are nonnegative for a holomorphic modular form. It follows that negative weights have no forms, , and : a weight-two form vanishes at , contributing at least .
Define . It is a weight-twelve cusp form and its expansion starts with . The valence formula for the modular group forces its order at infinity to be exactly one and leaves no interior zeros. Thus division by identifies with . Every nonnegative even has a monomial of weight : solve , taking when is even and when it is odd and at least three. Subtract the constant coefficient of a modular form times such a monomial and divide by . Induction on weight proves generation by .
If the original Fourier coefficients are rational, every step preserves rationality: both generators and have rational expansions, and formal division by does too. This proves the rational structure of level-one modular forms. Write with and . Rescaling gives
The Bernoulli number formula above makes each zeta ratio rational: its powers of cancel precisely because the weights agree. This proves the required rational coefficients for the unnormalized lattice Eisenstein sums.
Finally because the quotient weights are negative, and because . In each of these weights a form is determined by its constant coefficient. The indicated monomials have that coefficient equal to one, so

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