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I'd like to get a list of instances in mathematics where a problem with two parameters (or some parameter set to $2$) is qualitatively different from the instance of that problem with the value set to $3$.

Examples include:

  • Hypothesis testing, where for 2 alternatives there is an analytically computable minimax strategy (Neyman-Pearson), but for 3 or more, the minimax decision is NP-hard to compute.

  • Voting theory: for 2 alternatives, simple majority vote is Pareto-efficient, non-dictatorial, and satisfies independence of irrelevant alternatives (trivially). For 3 or more, we have Arrow's impossibility theorem.

  • Graph coloring/satisfiability: both 2-SAT and 2-COLORABILITY are in P, while 3-SAT and 3-COLORABILITY are NP-complete

If anyone has any unifying intuition for why/when 3 is qualitatively different from 2, that would be great too.

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    $\begingroup$ See this thread on Computational Science for many examples. $\endgroup$ Commented Nov 9 at 18:41
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    $\begingroup$ $x_1^n+x_2^n=0$ vs $x_1^n+x_2^n+x_3^n=0$... $\endgroup$ Commented Nov 9 at 18:47
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    $\begingroup$ Something that doesn't quite fit the letter of the post, but perhaps the spirit: Kakeya sets are not too hard to understand in 2 dimensions, but become extremely difficult to understand in 3 dimensions. $\endgroup$ Commented Nov 9 at 18:55
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    $\begingroup$ Many statements about primes hold unless the prime is $2$. $\endgroup$ Commented Nov 9 at 19:45
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    $\begingroup$ For almost all answers, it is rather "2" vs "$n\ge 3$". $\endgroup$
    – YCor
    Commented Nov 10 at 9:38

72 Answers 72

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Random walks in 2 dimensions are recurrent whereas in higher dimensions random walks are not. And there is a wonderful colloquialism by Shizuo Kakutani to remember this: “A drunk man will find his way home but a drunk bird may get lost forever.”

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    $\begingroup$ Stein's paradox is a corollary of this result $\endgroup$
    – Cyan
    Commented Nov 9 at 22:25
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    $\begingroup$ @Cyan: How do you see Stein’s paradox as coming from these? $\endgroup$ Commented Nov 11 at 10:20
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    $\begingroup$ @PeterLeFanuLumsdaine Wikipedia says "An alternative proof [of Stein's example] is due to Larry Brown: he proved that the ordinary estimator for an $n$-dimensional multivariate normal mean vector is admissible if and only if the $n$-dimensional Brownian motion is recurrent" pointing at Brown, L. D. (1971). "Admissible Estimators, Recurrent Diffusions, and Insoluble Boundary Value Problems". The Annals of Mathematical Statistics. 42 (3): 855–903. doi:10.1214/aoms/1177693318 . ISSN 0003-4851. $\endgroup$
    – Henry
    Commented Nov 12 at 11:42
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    $\begingroup$ Thanks for the wonderful quote by Kakutani: I have finally solved the puzzling mystery on the absence of drunk birds in our environnement. $\endgroup$ Commented Dec 2 at 8:20
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Fermat's last theorem states that there are no non-trivial integer solutions to $x^n+y^n=z^n$ for $n=3$ (or in fact any $n\geq 3$), but there are of course many Pythagorean triples that give solutions for $n=2$.

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  • $\begingroup$ This was commented by @JPMcCarthy. $\endgroup$
    – LSpice
    Commented Nov 9 at 22:53
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    $\begingroup$ @LSpice not quite (look again) but in the same spirit. $\endgroup$ Commented Nov 10 at 3:31
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    $\begingroup$ @JPMcCarthy, ah, right, my apologies to the poster of the answer. $\endgroup$
    – LSpice
    Commented Nov 10 at 4:27
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    $\begingroup$ @LSpice no worries, and it is close in spirit indeed. $\endgroup$ Commented Nov 10 at 8:58
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Infinitely many regular polygons in dimension 2, five regular polyhedra in dimension 3.

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    $\begingroup$ 2:infinity. 3:5. 4:6. 5+:3. $\endgroup$
    – Sparr
    Commented Nov 10 at 3:37
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    $\begingroup$ @Sparr And 0:1, 1:1. $\endgroup$
    – user76284
    Commented Nov 10 at 18:57
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    $\begingroup$ oeis.org/A060296 $\endgroup$ Commented Nov 11 at 17:59
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N-body problems are another; the 2-body case is simple, the 3-body case is intractable.

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    $\begingroup$ This is certainly true in general, but it's interesting to note that even the 2-body case can be hard. The prime example being general relativity. $\endgroup$ Commented Nov 9 at 19:30
  • $\begingroup$ @eddyardonne The two-body problem is not solvable even in special relativity. $\endgroup$
    – Buzz
    Commented Nov 10 at 1:34
  • $\begingroup$ In integrable systems the 3-body case is tractable, but still very different from the (simple) 2-body case. In quantum-integrable systems, the 3-body case is related to the (quantum) Yang--Baxter equation. It is a gateway to the n-body case due to 'factorised scattering'. $\endgroup$ Commented Nov 12 at 1:13
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It is relatively easy to "divide by 2" without choice, but it is very hard to "divide by 3".

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    $\begingroup$ There's actually a simpler and more explicit way than given in that paper, given in the confusingly named paper "Division by Four": arxiv.org/abs/1504.01402 $\endgroup$ Commented Nov 10 at 1:55
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    $\begingroup$ Actually, it’s not so simple: arxiv.org/abs/2309.11634 $\endgroup$ Commented Nov 10 at 20:48
  • $\begingroup$ @HarryAltman - Doyle and Qiu (2015) was "Division by four" because the link in Keith's answer was Doyle and Conway (1994) "Division by three" $\endgroup$
    – Henry
    Commented Nov 12 at 11:58
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    $\begingroup$ I'm aware of the reason for the title; that doesn't change the fact that the title is misleading. $\endgroup$ Commented Nov 12 at 19:57
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As mentioned in another answer, free lattice on $2$ generators is finite, while a free lattice on $3$ generators is infinite.

Even more impressively though, a free complete lattice on $2$ elements is finite (it simply coincides with the free lattice) while a free complete lattice on $3$ elements does not exist.

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    $\begingroup$ On the other hand, the free modular lattice on 3 generators is finite (Dedekind) but for greater than 3 generators is infinite (Birkhoff). $\endgroup$ Commented Nov 9 at 21:17
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There exist plenty of continuous maps $\mathbb R \to \mathbb R$ whose largest periodic cycle has length $2$, but no such maps whose largest cycle has length $3$. (This is a consequence of Sharkovskii's theorem.)

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Lots of questions about tensors are easy when the order of the tensor is 2 (i.e., when it can be thought of as a matrix), but are NP-hard when the order of the tensor is 3 or higher. Examples include rank and spectral norm.

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Every group in which every non-identity element has order 2 is abelian.

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    $\begingroup$ Math Stackexchange question whose answers explain why this is no true for $3$ instead of $2$ (for those whose knowledge of basic group theory is as rusty as mine). $\endgroup$ Commented Nov 9 at 21:51
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Ando's theorem: any pair of commuting contractions on a Hilbert space can be dilated to a pair of commuting unitaries. This fails for three commuting contractions.

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Due to the Poincaré–Bendixson theorem, continuous dynamical systems can not be chaotic in two dimensions, while they can in three dimensions.

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In a three or higher dimensional Euclidian space, the infinitesimal conformal transformations generate a finite dimensional Lie algebra, while in two dimensional Euclidian space, it is an infinite dimensional Lie algebra.

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There exists a finitely additive isometry invariant measure on $\mathcal{P}(\mathbb{R}^n)$ extending the Lebesgue measure for $1 \leq n \leq 2$, but not for $n \geq 3$.

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$SL_3(\mathbb R)$ and $SL_3(\mathbb Z)$ exhibit Kazhdan's property (T). $SL_2(\mathbb R)$ and $SL_2(\mathbb Z)$ do not.

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Complex numbers exist only in dimension 2. That is the only multiplication laws on $R^n$ which satisfy all field axioms exist for $n=1$ (real numbers) and $n=2$ (complex numbers).

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The automorphism group of $k[x_1,x_2]$ (the polynomial ring in two variables over a field $k$) is pretty well understood classically, but very little is known about the automorphism group of $k[x_1,\dotsc,x_n]$ for $n\geq 3$: see "The Tame and the Wild Automorphisms of Polynomial Rings in Three Variables," by Shestakov–Umirbaev. See also the Wikipedia page for the related problem on the ring of rational functions.

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One can decide if a Diophantine equation of degree $d=2$ (and as many variables as you want) admits a solution over $\mathbb Z$ (Siegel 1972) or $\mathbb N$ (Grunewald and Segal 2006). The same question is wide open in degree $d=3$, and known to be undecidable in degree $d\ge 4$.

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This is quantitative rather than qualitative, but it's so huge that it fits, perhaps:

TREE(2) vs TREE(3)

https://en.wikipedia.org/wiki/Kruskal%27s_tree_theorem#TREE_function

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Let $G$ be a finite group. If the order of $G$ is not divisible by 2, then $G$ is solvable; if it is not divisible by 3, then no such conclusion can be drawn.

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  • $\begingroup$ Although there still aren't ‘many’, in some sense, possible non-cyclic composition factors of prime-to-$3$ groups. (I asked a recent MSE question about this.) $\endgroup$
    – LSpice
    Commented Nov 9 at 22:49
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If $n$ is finite, then the number of clones on an $n$-element set is countable if $n\leq 2$ and has size continuum if $n\geq 3$.

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For a subset $A$ of a (not necessarily abelian) group $G$, define the iterated product set $$A^n=\{a_1\cdots a_n \mid a_1,\ldots,a_n\in A\}.$$ Good control on the size of $A^3$ (small tripling of $A$) is enough to give control on the size of $A^n$: $$|A^3|\leq K|A|\implies |A^n|\leq K^{n-2}|A|\text{ for every }n\geq 3.$$ On the other hand, if one only knows $|A^2|\leq K|A|$ (small doubling of $A$), such strong bounds are (very) false. One example (copied from Example 2.5.2 in Tointon's Approximate Groups) is as follows: let $H$ be any finite group, let $G$ be the free product of $H$ with an infinite cyclic group generated by some element $x$. Let $A=H\cup\{x\}$. Then $$|A^2|=|H\cup xH\cup Hx\cup \{x^2\}|=3|H|+1<3|A|,$$ while $$|A^3|\geq|H\cup xH\cup Hx\cup HxH|=1+2|H|+|H|^2=|A|^2$$ is much larger than $|A|$.

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Graph theory

Regular graphs of degree $2$ are just cycles (if connected), but regular graphs of degree $3$ are in some sense already as complicated as it can get.

Graphs of chromatic number $2$ behave so differently from chromatic number $\ge 3$ that they got a special name: bipartite graphs. OP already mentioned graph coloring, but I want to emphasize that the distinction goes much deeper and bipartite is not always the easy case. For example, the asymptotics of extremal edge numbers follows from the Erdős–Stone theorem when forbidding non-bipartite sub-graphs, but is mostly unknown when forbidding bipartite sub-graphs.

$r$-uniform hypergraphs for $r=2$ are just good old graphs and are much simpler objects than for $r\ge 3$.

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  • $\begingroup$ "graphs of degree 3 are in some sense already as complicated as it can get." Can that be made precise? Something to do with edge contractions and homeomorphisms, perhaps? $\endgroup$
    – user76284
    Commented Nov 24 at 20:05
  • $\begingroup$ @user76284 Yes, every (finite) graph is a minor of a 3-regular graph. $\endgroup$
    – M. Winter
    Commented Nov 25 at 8:43
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An $n$-generated free lattice is finite if $n\leq 2$ and infinite if $n\geq 3$.

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The Ising model is NP-complete for $d \geq 3$ but not $d \leq 2$.

The Ising Model Is NP-Complete. SIAM News, Volume 33, Number 6:

The three-dimensional spin glass model for the standard square lattice [is] NP-complete. More precisely, for the three-dimensional result, Barahona showed that a graph-theoretic problem known to be NP-complete—the task of finding a maximum set of independent edges (i.e., with no vertices in common) in a graph for which each vertex has degree 3—can be reduced to the problem of finding a ground state for the three-value coupling constant ($J_{ij}$ = –1, 0, or 1) on a cubic grid.

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  • $\begingroup$ In fact there are a lot of exactly solvable models in 2 dimensions that fail to be exactly solvable in higher dimensions. This is related to the fact that Kasteleyn's theorem for planar graphs has no higher-dimensional analogue. $\endgroup$ Commented Nov 11 at 17:30
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If we say that integer partitions correspond to $n=1$, plane partitions to $n=2$ and solid partitions to $n=3$, then the cases $n=1,2$ are special in the sense that a simple generating function is known, while for $n\geq3$ this is not the case.

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The Banach-Tarski paradox holds in $\mathbb{R}^3$ but fails in $\mathbb{R}^2$.

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    $\begingroup$ Isn't this the same as this earlier answer mathoverflow.net/a/482100/9652, but in a fancier language? $\endgroup$
    – Dirk
    Commented Nov 10 at 10:03
  • $\begingroup$ There's similar paradoxes for subsets of the circle $\endgroup$
    – seldon
    Commented Nov 11 at 14:38
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The multiplicative group of $\mathbb{Z}/2^n \mathbb{Z}$ is $\mathbb{Z}/2\mathbb{Z} \times \mathbb{Z}/2^{n-2}\mathbb{Z}$ and is non-cyclic whenever $n \ge 3$. The multiplicative group of $\mathbb{Z}/3^n \mathbb{Z}$ is cyclic of order $\phi(3^n) = 2 \times 3^{n-1}$.

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    $\begingroup$ Just to make explicit a qualitative difference between two and three that is implicit here, the multiplicative group modulo $2^2$ is cyclic, but the multiplicative group modulo $2^3$ is not. $\endgroup$ Commented Nov 9 at 23:17
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The wave equation $$\partial_t^2u=\Delta_xu$$ exhibits different behaviour in space dimension $2$ and $3$ (more generally in even and odd space dimensions). The simplest is $d=3$ (!), where the fundamental solution (initial data $u(0,\cdot)\equiv0$ and $\partial_tu(0\cdot)\delta_0$, the Dirac mass) has a lacuna: it vanishes identically away from the light cone $\|x\|=|t|$. This implies the Huyghens principle. If instead $d=2$, then the fundamental solution is supported by the solid cone $\|x\|\le|t|$, and the Huyghens principle fails.

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The congruence subgroup problem has a positive answer for $SL_n(\mathbb Z)$ for $n\geq 3$ - every finite index subgroup contains a subgroup of the form $\{A\mid A\equiv I_n\pmod N\}$ for some $N$.

For $n=2$, this is no longer the case - $SL_2(\mathbb Z)$ has many non-congruence finite index subgroups, in fact most (in asymptotic sense) of them are.

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General relativity is topological for $\leq 2$ spatial dimensions.

Quantum gravity in 2 + 1 dimensions: The case of a closed universe:

A (2 + 1)-dimensional spacetime has no local degrees of freedom: There are no gravitational waves in the classical theory, and no propagating gravitons in the quantum theory.

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  • $\begingroup$ I was going to mention quantum gravity but you beat me to it! $\endgroup$ Commented Nov 11 at 14:55

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