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Fixed the link to Voiculescu's result
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Edit Now this answers the first question for the operator norm and the normalized Hilbert-Schmidt norm.

The answer depends on the norm you are considering. The answer is no for the operator norm, but is yes for the normalized Hilbert-Schmidt norm (at least if you replace $O(\varepsilon)$ by $o(1)$, see the answers to this question).

Here are some details on the counterexample for the operator norm.

  1. By a theorem of Lin (see here), for a pair of self-adjoint matrices of norm less than $1$, they approximately commute if and only if they can be approximated by commuting matrices.
  2. Voiculescu proved that the preceding does not hold for triples of self-adjoint matrices of norm less than $1$ (thesee the link I gave here is not correct ; see for example, or the references in the paper by Exel and Loring given in the comments).

1+2 imply that there is a sequence of triples $A_1^n,A_2^n,A_3^n$ of matrices of norm less than $1$ which are pairwise close to (self-adjoint) commuting matrices, but whose distance to the triples of commuting matrices is bounded below.

  1. By continuity of the functional calculus and the fact that $t \in [-2,2] \mapsto e^{it}$ is a homeomorphism on its image, this implies that the unitary matrices $(e^{i A_1^n}, e^{i A_1^n},e^{i A_1^n})$ are pairwise close to pairs of commuting unitaries, but are at positive distance from triples of commuting unitaries. This is what you were looking for.

Edit Now this answers the first question for the operator norm and the normalized Hilbert-Schmidt norm.

The answer depends on the norm you are considering. The answer is no for the operator norm, but is yes for the normalized Hilbert-Schmidt norm (at least if you replace $O(\varepsilon)$ by $o(1)$, see the answers to this question).

Here are some details on the counterexample for the operator norm.

  1. By a theorem of Lin (see here), for a pair of self-adjoint matrices of norm less than $1$, they approximately commute if and only if they can be approximated by commuting matrices.
  2. Voiculescu proved that the preceding does not hold for triples of self-adjoint matrices of norm less than $1$ (the link I gave here is not correct ; see for example the references in the paper by Exel and Loring given in the comments).

1+2 imply that there is a sequence of triples $A_1^n,A_2^n,A_3^n$ of matrices of norm less than $1$ which are pairwise close to (self-adjoint) commuting matrices, but whose distance to the triples of commuting matrices is bounded below.

  1. By continuity of the functional calculus and the fact that $t \in [-2,2] \mapsto e^{it}$ is a homeomorphism on its image, this implies that the unitary matrices $(e^{i A_1^n}, e^{i A_1^n},e^{i A_1^n})$ are pairwise close to pairs of commuting unitaries, but are at positive distance from triples of commuting unitaries. This is what you were looking for.

Edit Now this answers the first question for the operator norm and the normalized Hilbert-Schmidt norm.

The answer depends on the norm you are considering. The answer is no for the operator norm, but is yes for the normalized Hilbert-Schmidt norm (at least if you replace $O(\varepsilon)$ by $o(1)$, see the answers to this question).

Here are some details on the counterexample for the operator norm.

  1. By a theorem of Lin (see here), for a pair of self-adjoint matrices of norm less than $1$, they approximately commute if and only if they can be approximated by commuting matrices.
  2. Voiculescu proved that the preceding does not hold for triples of self-adjoint matrices of norm less than $1$ (see the link I gave here, or the references in the paper by Exel and Loring given in the comments).

1+2 imply that there is a sequence of triples $A_1^n,A_2^n,A_3^n$ of matrices of norm less than $1$ which are pairwise close to (self-adjoint) commuting matrices, but whose distance to the triples of commuting matrices is bounded below.

  1. By continuity of the functional calculus and the fact that $t \in [-2,2] \mapsto e^{it}$ is a homeomorphism on its image, this implies that the unitary matrices $(e^{i A_1^n}, e^{i A_1^n},e^{i A_1^n})$ are pairwise close to pairs of commuting unitaries, but are at positive distance from triples of commuting unitaries. This is what you were looking for.
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Edit Now this answers the first question for the operator norm and the normalized Hilbert-Schmidt norm.

The answer depends on the norm you are considering. The answer is no for the operator norm, but is yes for the normalized Hilbert-Schmidt norm (at least if you replace $O(\varepsilon)$ by $o(1)$, see the answers to this questionthis question).

Here are some details on the counterexample for the operator norm.

  1. By a theorem of Lin (see herehere), for a pair of self-adjoint matrices of norm less than $1$, they approximately commute if and only if they can be approximated by commuting matrices.
  2. Voiculescu proved that the preceding does not hold for triples of self-adjoint matrices of norm less than $1$ (the link I gave herehere is not correct ; see for example the references in the paper by Exel and Loring given in the comments).

1+2 imply that there is a sequence of triples $A_1^n,A_2^n,A_3^n$ of matrices of norm less than $1$ which are pairwise close to (self-adjoint) commuting matrices, but whose distance to the triples of commuting matrices is bounded below.

  1. By continuity of the functional calculus and the fact that $t \in [-2,2] \mapsto e^{it}$ is a homeomorphism on its image, this implies that the unitary matrices $(e^{i A_1^n}, e^{i A_1^n},e^{i A_1^n})$ are pairwise close to pairs of commuting unitaries, but are at positive distance from triples of commuting unitaries. This is what you were looking for.

Edit Now this answers the first question for the operator norm and the normalized Hilbert-Schmidt norm.

The answer depends on the norm you are considering. The answer is no for the operator norm, but is yes for the normalized Hilbert-Schmidt norm (at least if you replace $O(\varepsilon)$ by $o(1)$, see the answers to this question).

Here are some details on the counterexample for the operator norm.

  1. By a theorem of Lin (see here), for a pair of self-adjoint matrices of norm less than $1$, they approximately commute if and only if they can be approximated by commuting matrices.
  2. Voiculescu proved that the preceding does not hold for triples of self-adjoint matrices of norm less than $1$ (the link I gave here is not correct ; see for example the references in the paper by Exel and Loring given in the comments).

1+2 imply that there is a sequence of triples $A_1^n,A_2^n,A_3^n$ of matrices of norm less than $1$ which are pairwise close to (self-adjoint) commuting matrices, but whose distance to the triples of commuting matrices is bounded below.

  1. By continuity of the functional calculus and the fact that $t \in [-2,2] \mapsto e^{it}$ is a homeomorphism on its image, this implies that the unitary matrices $(e^{i A_1^n}, e^{i A_1^n},e^{i A_1^n})$ are pairwise close to pairs of commuting unitaries, but are at positive distance from triples of commuting unitaries. This is what you were looking for.

Edit Now this answers the first question for the operator norm and the normalized Hilbert-Schmidt norm.

The answer depends on the norm you are considering. The answer is no for the operator norm, but is yes for the normalized Hilbert-Schmidt norm (at least if you replace $O(\varepsilon)$ by $o(1)$, see the answers to this question).

Here are some details on the counterexample for the operator norm.

  1. By a theorem of Lin (see here), for a pair of self-adjoint matrices of norm less than $1$, they approximately commute if and only if they can be approximated by commuting matrices.
  2. Voiculescu proved that the preceding does not hold for triples of self-adjoint matrices of norm less than $1$ (the link I gave here is not correct ; see for example the references in the paper by Exel and Loring given in the comments).

1+2 imply that there is a sequence of triples $A_1^n,A_2^n,A_3^n$ of matrices of norm less than $1$ which are pairwise close to (self-adjoint) commuting matrices, but whose distance to the triples of commuting matrices is bounded below.

  1. By continuity of the functional calculus and the fact that $t \in [-2,2] \mapsto e^{it}$ is a homeomorphism on its image, this implies that the unitary matrices $(e^{i A_1^n}, e^{i A_1^n},e^{i A_1^n})$ are pairwise close to pairs of commuting unitaries, but are at positive distance from triples of commuting unitaries. This is what you were looking for.
Added the case of unitary matrices
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Edit This answer only deals with self-adjoint matrices, and therefore does not addressNow this answers the current form offirst question for the operator norm and the normalized Hilbert-Schmidt norm.

The answer depends on the norm you are considering. The answer is no for the operator norm and self-adjoint matrices (see the references in the question Are almost commuting hermitian matrices close to commuting matrices (in the 2-norm)? and details below), but the answer is yes for the normalized Hilbert-Schmidt norm (at least if you replace $O(\varepsilon)$ by $o(1)$, see the answers to the questionthis question). I do not know a counterexample for unitary matrices.

Here are some details on the counterexample for self-adjoint matricesthe operator norm. By Lin's theorem, if you consider self-adjoint

  1. By a theorem of Lin (see here), for a pair of self-adjoint matrices of norm less than $1$, they approximately commute if and only if they can be approximated by commuting matrices.
  2. Voiculescu proved that the preceding does not hold for triples of self-adjoint matrices of norm less than $1$ (the link I gave here is not correct ; see for example the references in the paper by Exel and Loring given in the comments).

1+2 imply that there is a sequence of triples $A_1^n,A_2^n,A_3^n$ of matrices of norm less than $1$, the assumption that two of them approximately commute in the operator norm is equivalent to the assumption that two of them can be approximated in the operator norm by commuting matrices. A positive answer which are pairwise close to your question for self(self-adjoint) commuting matrices therefore implies a positive answer to this question for the operator norm. Voiculescu showed that this question has a negative answer for $k\geq 3$, but it seems thatwhose distance to the link I gavetriples of commuting matrices is not correct. See for example the references in the paper by Exel and Loring given in the commentsbounded below.

  1. By continuity of the functional calculus and the fact that $t \in [-2,2] \mapsto e^{it}$ is a homeomorphism on its image, this implies that the unitary matrices $(e^{i A_1^n}, e^{i A_1^n},e^{i A_1^n})$ are pairwise close to pairs of commuting unitaries, but are at positive distance from triples of commuting unitaries. This is what you were looking for.

Edit This answer only deals with self-adjoint matrices, and therefore does not address the current form of question.

The answer depends on the norm you are considering. The answer is no for the operator norm and self-adjoint matrices (see the references in the question Are almost commuting hermitian matrices close to commuting matrices (in the 2-norm)? and details below), but the answer is yes for the Hilbert-Schmidt norm (at least if you replace $O(\varepsilon)$ by $o(1)$, see the answers to the question). I do not know a counterexample for unitary matrices.

Here are some details on the counterexample for self-adjoint matrices. By Lin's theorem, if you consider self-adjoint matrices of norm less than $1$, the assumption that two of them approximately commute in the operator norm is equivalent to the assumption that two of them can be approximated in the operator norm by commuting matrices. A positive answer to your question for self-adjoint matrices therefore implies a positive answer to this question for the operator norm. Voiculescu showed that this question has a negative answer for $k\geq 3$, but it seems that the link I gave is not correct. See for example the references in the paper by Exel and Loring given in the comments.

Edit Now this answers the first question for the operator norm and the normalized Hilbert-Schmidt norm.

The answer depends on the norm you are considering. The answer is no for the operator norm, but is yes for the normalized Hilbert-Schmidt norm (at least if you replace $O(\varepsilon)$ by $o(1)$, see the answers to this question).

Here are some details on the counterexample for the operator norm.

  1. By a theorem of Lin (see here), for a pair of self-adjoint matrices of norm less than $1$, they approximately commute if and only if they can be approximated by commuting matrices.
  2. Voiculescu proved that the preceding does not hold for triples of self-adjoint matrices of norm less than $1$ (the link I gave here is not correct ; see for example the references in the paper by Exel and Loring given in the comments).

1+2 imply that there is a sequence of triples $A_1^n,A_2^n,A_3^n$ of matrices of norm less than $1$ which are pairwise close to (self-adjoint) commuting matrices, but whose distance to the triples of commuting matrices is bounded below.

  1. By continuity of the functional calculus and the fact that $t \in [-2,2] \mapsto e^{it}$ is a homeomorphism on its image, this implies that the unitary matrices $(e^{i A_1^n}, e^{i A_1^n},e^{i A_1^n})$ are pairwise close to pairs of commuting unitaries, but are at positive distance from triples of commuting unitaries. This is what you were looking for.
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