1. Introduction
Let $A \subset G$ be a finite subset of an abelian group G. The additive energy E(A) of A is defined to be the number of additive quadruples in A:

Trivially, we have $|A|^2 \leq E(A) \leq |A|^3$. A central theme in additive combinatorics is to understand the structure of those sets A whose additive energy E(A) is close to its trivial upper bound
$|A|^3$. The famous Balog–Szemeredi–Gowers theorem and Freiman’s theorem are both results in this direction. See [Reference Tao and Vu15] for precise statements of these results and their proofs.
In this article, we study upper bounds for E(A) when A lies in certain subsets of $\mathbb{Z}^d$ for potentially large d. For a positive integer
$n \geq 2$, define tn to be the smallest number such that
$E(A) \leq |A|^{t_n}$ for all subsets
$A \subset \{0,1,\cdots,n-1\}^d$ and all positive integers d. One can calculate that

and that

Thus, we have the trivial bounds

It is known [Reference Kane and Tao9, theorem 7] that $t_2 = \log_26$ so that the lower bound in (1.1) for t 2 is sharp. For n = 3, it was proved in [Reference de Dios Pont, Greenfeld, Ivanisvili and Madrid6] that

See [Reference de Dios Pont, Greenfeld, Ivanisvili and Madrid6, proposition 6] and its proof in [Reference de Dios Pont, Greenfeld, Ivanisvili and Madrid6, § 4.3]. In particular, this implies that the trivial lower bound $t_3 \geq \log_319 \approx 2.68$ in (1.1) is not sharp. Our main goal is to explore the behaviour of tn for large n.
Theorem 1.1 Let $n \geq 2$ be a positive integer. Then, for some absolute constant c > 0, we have

where $o_{n\rightarrow\infty}(1)$ denotes a quantity that tends to 0 as
$n\rightarrow\infty$.
Unfortunately, the lower bound in theorem 1.1 is only meaningful for n sufficiently large. To complement that, we also prove the following result, which is valid for every $n \geq 3$.
Theorem 1.2 For any positive integer $n \geq 3$, we have

A key tool for the proof of both theorems comes from [Reference de Dios Pont, Greenfeld, Ivanisvili and Madrid6], which allows us to pass from studying subsets in $\mathbb{Z}^d$ to studying functions on
$\mathbb{Z}$. In § 2, we will describe this tool, outline the proofs, and make some remarks on further directions. The lower bound and the upper bound in theorem 1.1 will be proved in § 3 and § 4, respectively. Theorem 1.2 will be proved in § 5.
2. Proof outline
For a finitely supported function $f: \mathbb{Z} \rightarrow \mathbb{C}$, we define its Fourier transform
$\widehat{f}: \mathbb{R}/\mathbb{Z} \rightarrow \mathbb{C}$ by the formula

where $e(x) = e^{2\pi ix}$. For
$p,q \geq 1$, the Lp-norm of
$\widehat{f}$ and the
$\ell^q$-norm of f are defined by

For two finitely supported functions $f, g: \mathbb{Z} \rightarrow \mathbb{C}$, their convolution
$f*g: \mathbb{Z}\rightarrow \mathbb{C}$ is defined by

We have the identities

Thus, if $f = 1_A$ is the indicator function of a finite subset
$A \subset \mathbb{Z}$, then

In § 3, we will also need to utilize Fourier transforms of functions on $\mathbb{R}$. For a piecewise continuous function
$g: \mathbb{R}\rightarrow \mathbb{C}$, which has bounded support, we define its Fourier transform
$\widehat{g}: \mathbb{R}\rightarrow \mathbb{C}$ by the formula

For two such functions $g,h$, we define their convolution
$g*h: \mathbb{R}\rightarrow \mathbb{C}$ by

We have the identities

The machinery developed in [Reference de Dios Pont, Greenfeld, Ivanisvili and Madrid6, § 4] plays a key role in our proof. We summarize their result in the following proposition. Recall the definition of tn from § 1.
Proposition 2.1. Let $n \geq 2$ be a positive integer. We have
$t_n = 4/q_n$, where qn is the largest value of q such that the inequality
$\|\widehat{f}\|_4 \leq \|f\|_q$ holds for any function
$f: \mathbb{Z}\rightarrow \mathbb{R}$, which is supported on an interval of length n.
Proof. This is essentially [Reference de Dios Pont, Greenfeld, Ivanisvili and Madrid6, proposition 21]. First, observe that by translation, we may restrict to those functions $f: \mathbb{Z}\rightarrow\mathbb{R}$ supported on
$A = \{0,1,\cdots,n-1\}$ in the definition of qn. Then, in the language of [Reference de Dios Pont, Greenfeld, Ivanisvili and Madrid6, Definition 14], qn is the largest value of q such that

where $\operatorname{DE}_{\ell^q\rightarrow L^4}(A)$ is the operator norm of the linear map
$\ell^q(A) \rightarrow L^4(\mathbb{R}/\mathbb{Z})$ defined by the Fourier transform
$f \mapsto \widehat{f}$. By [Reference de Dios Pont, Greenfeld, Ivanisvili and Madrid6, proposition 21], (2.1) is equivalent to the statement that an inequality of the form

holds for all subsets $X \subset A^d$ and
$d \geq 1$. It follows that
$t_n = 4/q_n$ by the definition of tn.
We remark that, by the Hausdorff–Young inequality, we always have

Hence, $q_n \geq 4/3$, and this recovers the trivial bound
$t_n \leq 3$. Moreover, the
$\ell^{4/3}$-norm and the
$\ell^q$-norm for
$q \gt 4/3$ are related by the inequalities

where $|\operatorname{supp}f|$ denotes the size of the support of f.
In view of proposition 2.1, the lower and upper bounds in theorem 1.1 follow from propositions 2.2 and 2.3, respectively. In the remainder of this section, we discuss the main ideas behind the proofs of these two propositions and make some remarks about the quality of our bounds.
2.1. Lower bound for tn
In view of proposition 2.1, the lower bound for tn in theorem 1.1 is equivalent to the following proposition.
Proposition 2.2. Let ɛ > 0 and let n be sufficiently large in terms of ɛ. Let

There exists a function $f: \mathbb{Z}\rightarrow \mathbb{R}$, which is supported on an interval of length n such that
$\|\widehat{f}\|_4 \gt \|f\|_q$.
Our motivation for the construction of f in proposition 2.2 comes from the Babenko–Beckner inequality [Reference Babenko1, 2.3], a sharpened form of the Hausdorff–Young inequality for functions on $\mathbb{R}$ (and more generally on
$\mathbb{R}^d$). It asserts that for any function
$g: \mathbb{R}\rightarrow \mathbb{R}$, we have

Moreover, equality is achieved when g is the Gaussian function $g(x) = e^{-x^2}$. In other words, Gaussian functions (and similarly their dilated versions) maximize the
$\widehat{L}_4$-norm if we hold the
$\ell^{4/3}$-norm fixed. If we take
$g(x) = e^{-x^2/A}$ with
$A \approx n^2$ (so that g is essentially supported on an interval of length ≈ n), then direct computations show that

where c is an explicit constant depending on q and c ≈ 1 when $q \approx 4/3$. By our choice of A and q, we have

for some constant $c=c(\varepsilon) \gt 0$. Hence, this function g(x) satisfies

If we define $f: \mathbb{Z}\rightarrow \mathbb{R}$ by sampling the values of g(x) at integral points, then we may expect that

and thus, we should also have $\|\widehat{f}\|_4 \gt \|f\|_q$. The details are worked out in § 3.
2.2. Upper bound for tn
In view of proposition 2.1, the upper bound for tn in theorem 1.1 is equivalent to the following proposition.
Proposition 2.3. Let $n \geq 2$ be a positive integer and let
$f: \mathbb{Z}\rightarrow \mathbb{R}$ be a function, which is supported on a set of size n. Let

for some sufficiently small absolute constant c > 0. Then, $\|\widehat{f}\|_4 \leq \|f\|_q$.
The starting point of our proof of proposition 2.3 is the inequality

which follows from the Hausdorff–Young inequality or Young’s convolution inequality. By Hölder’s inequality (see (2.2)) and the definition of q, we have

Thus, the proof is already complete unless

and thus, a key part of our argument is to analyse when equality almost holds in (2.4). Note that equality holds exactly in (2.4) when f is supported on a singleton set. We prove in proposition 4.5 that if equality almost holds in (2.4), then f is well approximated by a function f 0, which is supported on a singleton set, up to an error g, which is small in $\ell^{4/3}$-norm. Clearly, the function f 0 satisfies
$\|\widehat{f_0}\|_4 = \|f_0\|_q$. The remaining task is then to show that the error g can only swing the inequality in the desired direction. The details are carried out in § 4.
We remark that proposition 4.5 is not new. In fact, it is a special case of [Reference Charalambides and Christ4, theorem 1.2] (see also [Reference Christ5] for an analogous result in Euclidean spaces) and of [Reference Eisner and Tao7, proposition 5.4]. As it turns out, our proof idea is the same as that in [Reference Eisner and Tao7], which, in turn, has its origin from [Reference Fournier8]. For completeness, we still give a self-contained proof of it in § 4.
2.3. Questions and speculations
Our proof of the lower bounds for tn is not constructive, which motivates the question of constructing explicit subsets of $\{0,1,\cdots,n-1\}^d$ with large additive energies.
Questiona 2.4.
For sufficiently large n, construct a subset $A \subset \{0,1,\cdots,n-1\}^d$ for some d such that
$E(A) \geq |A|^t$, where

A possible candidate for such a set A is the set of lattice points in a d-dimensional ball $B_d \subset \mathbb{R}^d$ (with an appropriate choice of d and an appropriate centre and radius). This choice is motivated by results in [Reference Shao12], which implies, roughly speaking, that such a set A maximizes the additive energy among all genuinely d-dimensional subsets of
$\mathbb{Z}^d$ of a given cardinality. Moreover,
$E(A) \approx E(B_d)$, and it follows from the computations in [Reference Mazur11, § 3.1] that

where $|B_d|$ denotes the Lebesgue measure of Bd.
Next we speculate the asymptotic behaviour of tn as $n\rightarrow\infty$. Note that if
$g: \mathbb{R}\rightarrow \mathbb{R}$ is a (continuous) function supported on an interval of length n and

then

where the first inequality follows from the Babenko–Beckner inequality (2.3) and the second inequality follows from Hölder’s inequality (a continuous version of (2.2)). Based on this, it is perhaps reasonable to conjecture that a similar bound holds for discrete functions.
Conjecture 2.5.
Let ɛ > 0 and let n be sufficiently large in terms of ɛ. Let

Then, for any function $f: \mathbb{Z}\rightarrow \mathbb{R}$, which is supported on an interval of length n, we have
$\|\widehat{f}\|_4 \leq \|f\|_q$.
In particular, the conjecture would imply that

So perhaps the lower bound in theorem 1.1 is sharp up to the error in o(1).
3. Lower bound for tn
In this section, we prove proposition 2.2. Throughout this section, let ɛ > 0 be small and let $n = 2k+1$ be sufficiently large in terms of ɛ. We will construct a function
$f: \mathbb{Z}\rightarrow \mathbb{R}$ supported on
$\{-k,\cdots,k\}$ such that
$\|\widehat{f}\|_4 \gt \|f\|_q$, where

Define $g: \mathbb{R}\rightarrow \mathbb{R}$ by
$g(x) = \exp(-x^2/A)$, where
$A = k^{2-\varepsilon/10}$.
Lemma 3.1. We have $\|\widehat{g}\|_4 \geq (1+c\varepsilon)\|g\|_q$ for some absolute constant c > 0.
Proof. One can compute that

and hence,

On the other hand, we have

It follows that

By our choice of A, we have

for some absolute constant c > 0. By choosing k to be sufficiently large in terms of ɛ, we may ensure that q is sufficiently close to $4/3$ so that

Combining the two inequalities above, we conclude that

Now we truncate g to have bounded support. Set $M = \lfloor k^{1-\varepsilon/100}\rfloor$. Let
$g_M: \mathbb{R}\rightarrow \mathbb{R}$ be the truncation of g defined by

Lemma 3.2. We have $\|\widehat{g_M}\|_4 \geq \|\widehat{g}\|_4 - \exp(-k^{\varepsilon/20})$ and
$\|g_M\|_q \leq \|g\|_q$.
Proof. The inequality $\|g_M\|_q \leq \|g\|_q$ follows trivially from the definition of gM. Concerning the L 4-norm of their Fourier transforms, we have by the triangle inequality, Hausdorff–Young inequality, and Hölder’s inequality that

Since

and

it follows that

once k is large enough in terms of ɛ.
Now we discretize gM. Define $f: \mathbb{Z} \rightarrow \mathbb{R}$ by
$f(m) = g_M(m)$ for
$m \in \mathbb{Z}$. Then, f is supported on
$\{-M,\cdots,M\} \subset \{-k,\cdots,k\}$.
Lemma 3.3. For $m \in \mathbb{Z}$, let
$I_m = [m, m+1)$. Then,

for every $m \in \mathbb{Z}$.
Proof. If $m \geq M$ or
$m \leq -M-1$, then
$f(m) = 0$ and
$g_M(x) = 0$ for every
$x \in I_m$, and hence, the conclusion holds trivially. Now assume that
$m \in \{-M, \cdots, M-1\}$, so that
$I_m \subset [-M, M)$, and thus,
$g_M(x) = g(x)$ for
$x \in I_m$. Hence, for
$x \in I_m$, we have

Since

it follows that

Lemma 3.4. We have $\|\widehat{g_M}\|_4 \leq (1 + O(k^{-1/2})) \|\widehat{f}\|_4$ and
$\|g_M\|_q = (1 + O(k^{-1/2})) \|f\|_q$.
Proof. Note that

By lemma 3.3, we have

for any $a \in \mathbb{Z}$ and
$x \in \mathbb{R}$. Hence,

where

By shifting the variables $x_1,x_2,x_3$ in the integral above, we see that

It follows that

By Fourier analysis, we have

Hence,

This proves the first bound in the lemma. For the second bound concerning the Lq-norms, note that

By lemma 3.3, we have

for every $a \in \mathbb{Z}$. It follows that

This proves the second bound in the lemma.
We may now complete the proof of proposition 2.2 by combining the lemmas above. Indeed, by lemmas 3.2 and 3.4, we have

and

Since $\|\widehat{g}\|_4 \asymp A^{3/8}$, we have

It follows from lemma 3.1 that

once k is large enough in terms of ɛ.
4. Upper bound for tn
In this section, we prove proposition 2.3. As explained in § 2, a key ingredient is an approximate inverse theorem for Young’s convolution inequality, proposition 4.5, which is a special case of results in [Reference Charalambides and Christ4, Reference Eisner and Tao7]. For completeness, we give a self-contained proof of it. In preparation for the proof, we start with establishing an approximate inverse theorem for Hölder’s inequality, lemma 4.3, which is a special case of [Reference Eisner and Tao7, lemma 5.1].
4.1. Near equality in Hölder’s inequality
In this section, all implied constants are allowed to depend on the exponents p,q, and r.
Lemma 4.1. Let $p,q \in (1,+\infty)$ be exponents with
$1/p + 1/q = 1$. Let
$a, b$ be non-negative reals. Suppose that

for some sufficiently small constant δ > 0. Then, $a^p = (1 + O(\delta^{1/2}))b^q$.
Proof. If ab = 0, then the conclusion holds trivially. Henceforth, assume that $a,b \gt 0$. By Taylor’s theorem applied to the function
$\psi(x) = \log x$ at the point
$x_0 = a^p/p + b^q/q$, we have

and

for some $\xi_1,\xi_2$ lying between ap and bq. Since

it follows that

Since $\psi''(x) = -1/x^2$, we have

From hypothesis, we have

Hence, it follows that

and thus,

The desired conclusion follows immediately.
Lemma 4.2. Let $p,q,r \in (1,+\infty)$ be exponents with
$1/p + 1/q + 1/r = 1$. Let a, b, and c be non-negative reals. Suppose that

for some sufficiently small constant δ > 0. Then, $a^p = (1 + O(\delta^{1/2}))b^q = (1 + O(\delta^{1/2})c^r$.
Proof. We may assume that abc > 0, since otherwise the conclusion holds trivially. Choose exponent $p' \in (1,+\infty)$ such that
$1/p + 1/p' = 1$. Let

Then,

From hypothesis, it follows that $d \leq (1+\delta)bc$, which can be rewritten as

where

Note that $1/q' + 1/r' = 1$. Hence, by lemma 4.1, it follows that

which implies that

Similarly, one can also prove that $a^p = (1 + O(\delta^{1/2})) c^r$.
Lemma 4.3. Let $p,q,r \in (1,+\infty)$ be exponents with
$1/p + 1/q + 1/r = 1$. Let
$a_1,\cdots,a_n$,
$b_1,\cdots,b_n$,
$c_1,\cdots,c_n$ be non-negative reals such that

Suppose that

for some sufficiently small constant δ > 0. Then, we have

for each i outside an exceptional set E satisfying

Proof. For each i, we have

Let $E \subset \{1,2,\cdots,n\}$ be the exceptional set of indices i such that

Then,

and hence, $\sum_{i \in E} (a_i^p + b_i^q + c_i^r) \ll \delta^{1/2}$. For
$i \notin E$, lemma 4.2 implies that

This concludes the proof.
4.2. Near equality in Young’s inequality
In this section, all implied constants are allowed to depend on the exponents p, q, and r. Before proving the approximate inverse of Young’s inequality, we need the following standard result in additive combinatorics.
Lemma 4.4. Let G be an abelian group and let $X, Y \subset G$ be finite subsets with
$|X| = |Y| = N$. Let
$\varepsilon \in (0, 1/20)$ and let δ > 0 be sufficiently small in terms of ɛ. Let
$M \subset X \times Y$ be a subset with
$|M| \geq (1-\delta) N^2$. Suppose that the restricted sumset

has size at most $(1+\varepsilon)N$. Then, there exists a coset x + H of a subgroup
$H \subset G$ such that
$|X \setminus (x+H)| \leq \varepsilon N$ and
$|(x+H) \setminus X| \leq 3\varepsilon N$.
Proof. By an almost-all version of the Balog–Szemeredi–Gowers theorem as in [Reference Shao13, theorem 1.1] (see also [Reference Shao and Xu14, theorem 1.1] for a version with $G = \mathbb{Z}$ and [Reference Campos, Coulson, Serra and Wötzel3, theorem 3.3] for an asymmetric version), one can find subsets
$X' \subset X$ and
$Y' \subset Y$ such that

By Kneser’s theorem [Reference Kneser10] (see [Reference Tao and Vu15, theorem 5.5]), we have

where $H \subset G$ is the subgroup defined by

It follows that $|H| \geq (1-4\varepsilon)N$ and hence
$|X'+Y'| \lt 2|H|$. Since
$X'+Y'$ is the union of cosets of H, it must be a single coset of H, and thus X ʹ is contained in a single coset x + H of H. Hence,

and

Proposition 4.5. Let $p,q,r \in (1,+\infty)$ be exponents with
$1/p + 1/q = 1 + 1/r$. Let
$f,g: \mathbb{Z}\rightarrow\mathbb{C}$ be finitely supported functions such that
$\|f\|_p = \|g\|_q = 1$. Suppose that

for some sufficiently small constant δ > 0. Then, there exists a singleton set $\{x_0\}$ for some
$x_0 \in \mathbb{Z}$ such that

Proof. By replacing $f,g$ by
$|f|, |g|$, we may assume that
$f,g$ take non-negative real values. For every
$x \in \mathbb{Z}$, we have

By Hölder’s inequality, we have

Since $\|f\|_p = \|g\|_q = 1$, it follows that

Let $E_1 \subset \mathbb{Z}$ be the exceptional set of
$x \in \mathbb{Z}$ such that

From hypothesis, we have

and hence,

For each $x \notin E_1$, we have almost equality in (4.1), and hence, by lemma 4.3 applied to the three sequences

where

we conclude that

for each y outside an exceptional set $E_2(x)$ satisfying

Define

Then, from (4.2) and (4.4), it follows that

and (4.3) holds for every $(x,y) \notin E$.
Now make a change of variables and consider

Then,

and we have

for every $(x,y) \notin E'$. Let
$X \subset \mathbb{Z}$ be the set of
$x \in \mathbb{Z}$ such that

Then, from (4.5), it follows that

and hence,

For every $x_1, x_2 \in X$, since

there exists $y \in \mathbb{Z}$ such that
$(x_1,y) \notin E'$ and
$(x_2,y)\notin E'$. By (4.6), we have

We conclude that there exists a constant $a \in \mathbb{R}$ such that

for every $x \in X$. Moreover, since

we have

By symmetry, we may also conclude the existence of a constant $b \in \mathbb{R}$ such that

for every $y \in Y$, where
$Y \subset \mathbb{Z}$ is a subset satisfying

We now return to using the first part of (4.6) for $(x,y) \in M := (X \times Y)\setminus E'$. First note from (4.5) that

and hence,

For $(x,y) \in M$, (4.6) implies that

In particular, since M is non-empty, we have $a^p = (1 + O(\delta^{1/8})) b^q$, and hence,
$|X| = (1 + O(\delta^{1/8})) |Y|$. Moreover, for
$s \in X+_MY$, we have

Since $\sum_{s \in \mathbb{Z}}h(s) = 1$, we have

and hence,

We now apply lemma 4.4 with $\varepsilon = 1/100$ (say), after possibly shrinking one of
$X, Y$ slightly so that
$|X| = |Y|$, to conclude that there exists a coset
$x_0 + H$ of a subgroup
$H \subset \mathbb{Z}$ such that

The only finite subgroup of $\mathbb{Z}$ is
$H = \{0\}$, and hence, it must be that
$X = \{x_0\}$. The desired conclusions follow immediately from (4.7).
4.3. Proof of proposition 2.3
Let $f: \mathbb{Z} \rightarrow \mathbb{R}$ be a function that is supported on a set of size
$n \geq 2$. By replacing f by
$|f|$, we may assume that f takes non-negative real values. Let δ > 0 be a sufficiently small absolute constant and let

First, consider the case when

By Hölder’s inequality (see (2.2)), we have

It follows that

Now suppose that

By normalization, we may assume that $\|f\|_{4/3} = 1$, and thus,
$\|f*f\|_2 = \|\widehat{f}\|_4^2 \geq 1-2\delta$. By proposition 4.5, there exists
$x_0 \in \mathbb{Z}$ such that

By translation, we may assume that $x_0=0$, and we may write f in the form
$f = f(0)\delta_0 + g$, where δ 0 is the Kronecker delta function and
$g(0) = 0$. Let
$x = f(0)$ and
$y = \|g\|_{4/3}$. Since
$\|f\|_{4/3}=1$, we have

From (4.8), we have

In particular, we have $y/x \leq 0.01$. Since
$f*f = x^2\delta_0 + 2xg + g*g$, we have

Using the inequalities $\|g\|_2 \leq \|g\|_{4/3} = y$ and
$\|g*g\|_2 \leq \|g\|_{4/3}^2 = y^2$, we obtain

Since $\sqrt{1+\lambda} \leq 1 + \lambda/2$ for
$\lambda \geq 0$, it follows that

On the other hand, note that

Since g is supported on a set of size n, by Hölder’s inequality, we have

By choosing δ > 0 to be small enough, we have $\|g\|_q^q \geq 0.9 \|g\|_{4/3}^q = 0.9y^q$, and hence,

Since $4/3 \leq q \leq 3/2$, we have
$(1+\lambda)^{2/q} \geq 1+\lambda \geq 1+4\lambda^{2/q}$ for
$0 \leq \lambda \leq 1/64$. Hence,

It follows that $\|f*f\|_2 \leq \|f\|_q^2$, as desired.
5. Proof of theorem 1.2
Let $n \geq 3$ be a positive integer and let I be the interval

which has length n. In view of proposition 2.1, it suffices to construct a function $f: I \rightarrow \mathbb{R}$ such that
$|\widehat{f}\|_4 \gt \|f\|_q$, where

We take $f = 1_I + \varepsilon\delta_0$ for some small ɛ > 0, where δ 0 is the Kronecker delta function. Note that
$\|\widehat{1_I}\|_4 = \|1_I\|_q$, and we will show that the small adjustment from 1I to f swings the inequality in the desired direction.
First note that

Hence,

Since $n^{4/q} = (2n^3+n)/3$, it follows that

Now consider the convolution

We have

One can compute that

and

Hence,

Comparing (5.1) with (5.2) and noting that

for every $n \geq 3$, we conclude that

for sufficiently small ɛ > 0. This completes the proof.