Abstract
Beyond the regime of distinguishable particles, many-body quantum interferences influence quantum transport in an intricate manner. However, symmetries of the single-particle transformation matrix alleviate this complexity and even allow the analytic formulation of suppression laws, which predict final states to occur with a vanishing probability due to total destructive interference. Here we investigate the symmetries of hypercube graphs and their generalisations with arbitrary identical subgraphs on all vertices. We find that initial many-particle states, which are invariant under self-inverse symmetries of the hypercube, lead to a large number of suppressed final states. The condition for suppression is determined solely by the initial symmetry, while the fraction of suppressed states is given by the number of independent symmetries of the initial state. Our findings reveal new insights into particle statistics for ensembles of indistinguishable bosons and fermions and may represent a first step towards many-particle quantum protocols in higher-dimensional structures.
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1. Introduction
Quantum transports of single particles on discrete graphs, also referred to as continuous-time quantum walks, are governed by the interference of all possible pathways as provided by the graph structure. This wavelike interference can be harnessed as an algorithmic tool in quantum computation [1], for excitation transfer in spin chains [2–4] and may even play a role in photosynthesis [5, 6].
If multiple indistinguishable particles propagate on the same graph, one has to take their exchange symmetry into account [7–9], which leads to correlations between the particles [10]. Generally speaking, increasing particle numbers causes interference among a growing number of many-particle paths and gives rise to intricate evolution scenarios [11], as experimentally demonstrated in planar graphs [7, 10, 12–14], as well as for two [15, 16] and three [17] particles in two dimensions.
Symmetries of the graph can have a strong influence on transport problems. For example, in the single-particle regime, it has been shown that symmetries permit perfect state transfer even through large spin chains [18, 19]. In the realm of many-particle transport, the complexity of the dynamics is substantially simplified in the presence of symmetries in the unitary evolution matrix. To date, only few such symmetries have been investigated: The discrete Fourier transform [20, 21], Sylvester matrices [22] and the Jx lattice [23, 24]. In all these cases, symmetries lead to analytic suppression laws, predicting whether or not a final particle configuration can occur.
In this work, we consider the quantum transport of N identical particles in hypercube graphs (HC) of arbitrary dimension. These highly symmetric graphs attracted much attention in the context of single-particle quantum walks [25–31]. Here, we investigate how symmetries influence many-particle transport on HC graphs. We show analytically that the interference conditions are solely defined by the symmetries of the graph as well as of the initial state and do not necessarily depend on the particular graph structure. For bosons as well as for fermions, we derive suppression laws which predict final states with a vanishing probability of occurrence, due to destructive interference among the N-particle trajectories. We also show that the number of suppressed states depends strictly on how many relevant symmetries the initial state satisfies. Due to the underlying symmetries, the suppression law persists in generalised HCs with identical but arbitrary subgraphs on all vertices. This permits each node of the HC to carry internal degrees of freedom, making our approach compatible with implementations in various systems.
This paper is structured as follows. In section 2, we start with a brief introduction to many-body interference and discuss consequences of particle indistinguishability and statistical differences between bosons and fermions. A symmetric representation of the evolution scenario on HC graphs, followed by the symmetry suppression laws and an illustrative example, is given in section 3. The generalisation to HC graphs with arbitrary but identical subgraphs on all vertices is shown in section 4. Finally, we discuss the results and provide an outlook towards possible experimental implementations in section 5. For completeness, all derivations of the discussed suppression laws are given in the appendix.
2. Many-particle interference
A continuous-time quantum evolution on a graph with n identical vertices is governed by a Hamiltonian with elements , specifying the transition rates between sites i and j. Having explicitly the evolution of quantum states in mind, we will refer to the vertices of the graph as modes in the remainder of the paper. An initial configuration of N particles is fully described by the mode occupation list , where each element rj specifies the number of particles in mode j. For convenience, particle states can also be expressed by the mode assignment list
with denoting the mode number occupied by the j-th particle [11, 20]. A final state after projective measurement is similarly denoted by and .
After an action of the Hamiltonian for some time t, a single-particle state undergoes a unitary transformation . For the transition of many-particle states, however, all possibilities to distribute the particles among the final modes contribute. Particle indistinguishability then requires a coherent sum over all many-particle paths in the calculation of the transition probability [11, 20, 22, 32],
where the sum runs over the set of all possible permutations of the final mode assignment list . Due to the bosonic (fermionic) (anti-)commutation-relation, one has and . It must be emphasised that the number of particles for fermions is restricted to due to Pauli's principle [33], whereas multiple bosons are allowed to occupy the same mode. By defining the matrix , which contains all rows and columns of , corresponding to occupied initial and final modes, respectively, the transition probabilities
and
are obtained from the permanent (determinant) of transition amplitudes in a coherent manner. Thus, many-particle interference arises from the indistinguishability of the particles; that is, the absence of any which-path information in the process. For comparison, the transition probability for distinguishable particles [11, 20]
contains no phase dependence and is, thus, not affected by many-body interference.
Essentially, symmetries simplify the complex interplay in many-body transitions and result in a structured ordering, which individually affects the arising interferences for bosons and fermions. A closer look at the calculation of transition probabilities according to (3) and (4) reveals, that symmetries of the unitary matrix will transfer into M for appropriate choices of the initial and the final state. Consequently, the resulting symmetries in M strongly affect the outcome in (3) and (4) [20]. In particular, total destructive interference will occur for certain combinations of initial and final states, which is discussed for HC graphs in the following.
3. Symmetry suppression law on HC graphs
3.1. HC unitary
The d-dimensional hypercube consists of modes, each connected to d neighbours as illustrated in figure 1. Note that this system may be seen as a generalisation of a two-site graph in d dimensions. Let be the transition rate for neighbouring sites i and j. For an evolution time , the unitary transformation matrix reads
It contains all single-particle transformation amplitudes and is the basis for calculating many-particle transition probabilities according to (3)–(5). Due to the tensor power in (6), the unitary clearly exhibits stepwise symmetries. Pertaining to equation (2), an explicit expression for the element is required to make the importance of symmetries apparent. To obtain such an expression, sign-bookkeeping instruments are introduced. We define segmentation parameters and their corresponding Rademacher functions [34]
where the Gaussian brackets evaluate the quotient of the Euclidean division . The Rademacher functions, exemplified for d = 3 in the first three rows of table 1, assign the value 1 (−1) to modes as determined by the segmentation value p in a symmetric and stepwise fashion, such that all modes are clearly grouped into two subsets of the same size.
Table 1. Rademacher functions and Walsh functions for the three-dimensional HC. To guide the eye, the numbers 1 and −1 are shaded in dark grey and light grey, respectively.
Mode number j | ||||||||
---|---|---|---|---|---|---|---|---|
Rademacher and Walsh Functions | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
1 | 1 | 1 | 1 | −1 | −1 | −1 | −1 | |
1 | 1 | −1 | −1 | 1 | 1 | −1 | −1 | |
1 | −1 | 1 | −1 | 1 | −1 | 1 | −1 | |
1 | 1 | −1 | −1 | −1 | −1 | 1 | 1 | |
1 | −1 | 1 | −1 | −1 | 1 | −1 | 1 | |
1 | −1 | −1 | 1 | 1 | −1 | −1 | 1 | |
1 | −1 | −1 | 1 | −1 | 1 | 1 | −1 |
Returning to unitary (6), each element differs by a phase shift equalling an integer multiple of . The actual phase of element can be calculated by means of the segmentations p, accounting for the accumulation of phases in the i-th row and j-th column. Thus, the elements of the unitary can be written as
as shown in appendix
Note that the unitary (6) is equivalent to the one considered in [22] except for local phase operations. Consequently, suppression laws have also been discovered in Sylvester interferometers for specific initial states with particle numbers in powers of two. As we show in the following, however, by making use of the HC symmetries, one can prove suppression laws for a much larger class of particle configurations.
3.2. Symmetry operations
We consider the self-inverse symmetry operations
where denotes the 2 × 2 identity matrix and the 2 × 2 Pauli spin-x-operator. These symmetry operators are mutually commuting and act on mode occupation lists as transpositions of all p segments, according to
which can be interpreted as a reflection in dimension . Moreover, a consecutive action of symmetry operations with different p values, where each operator acts at most once, is denoted by
with and denoting the number of elements in . Thus, the total number of possible symmetry operations for the d-dimensional HC corresponds to the number of subsets of , omitting the empty list. These self-inverse symmetries are key to the classification of the arising many-particle interferences. Figure 2 demonstrates the case of a three-dimensional (3D) HC, where all self-inverse operations are assigned to familiar symmetries. For compositions of symmetry operators, it is convenient to introduce Walsh functions [35]
which assign 1 (−1) to all modes as governed by the symmetry set , thereby partitioning all modes into two complementary subsets and . For the sake of completeness, the lower rows in table 1 list the partitionings for any composite set on the 3D HC.
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Standard image High-resolution image3.3. Suppression law
For initial states that are invariant under the symmetry operation
the symmetry of the unitary is in some way preserved in matrix M. Note that an initial state can be invariant under various symmetries which may be related to each other. In this regard, we denote the number of independent symmetries of an initial state by η, being the minimal number of symmetry operations with which one can compose all symmetry operations the initial state is invariant under1 . To satisfy condition (13), particles must be arranged in a configuration which is invariant under all independent symmetries. Therefore, the particle number is restricted to with .
Under these conditions, the underlying symmetry can lead to a vanishing transition probability for certain final states. This arises from the N-particle transition amplitudes of (2) summing up in pairs of permutations, which cancel out due to their opposite phases. The partitioning of all n modes according to the Walsh functions in (12) then allows the formulation of suppression laws, that predict which final states are suppressed:
Bosons: For an initial state of N indistinguishable bosons, which is invariant under the symmetry operation , such that N must be even, all final states with an odd number of particles in the subset of modes k for which , are suppressed, i.e.,
Fermions: For an initial state of N indistinguishable fermions, which is invariant under the symmetry operation , such that N must be even, all final states , that do not have exactly particles in the subset of modes k for which , are suppressed, i.e.,
The proofs of these suppression laws are given in appendix
A deeper comparison of the suppression laws for bosons and fermions reveals an interesting connection: First of all, fermions feature a much more general condition for suppression as compared to bosons, such that the set of allowed configurations is more restricted for the former. Whether the suppressed boson states are also forbidden for fermions depends on the parity of : For particle numbers satisfying the two suppression conditions coincide, that is, states with an odd number of particles occupying the relevant set of modes are suppressed for both types of particles. However, for , the conditions are complementary to each other. A similar effect was discovered in the studies of the discrete Fourier transform in [20], where the particle number also determines whether or not the suppression law for many-fermion states resembles the one for bosons.
3.4. Suppression ratio
In order to highlight the extent of many-body destructive interference on the considered graphs, the suppression ratios for the derived suppression laws (14a) and (14b) are discussed in the following. Here denotes the total number of final states and the predicted number of suppressed states.
According to the suppression law (14a), for bosonic initial states, which are invariant under a single independent symmetry operation (), one expects the suppression of about half of all possible final states. To respect common suppressed states of different independent symmetries, the intersection of their respective subsets and has to be considered. From the definition of the Walsh functions in (12), one finds for (for example, see table 1). Recalling that and are complementary sets of equal size, this implies that subsets corresponding to different symmetry operations share half of their elements, i.e. . Thus, two different independent symmetries have about half of all suppressed final states in common. It follows, that the suppression ratio for those bosonic initial states can be approximated for large n by
In the case of fermions, for each independent symmetry, the suppression law (14b) forces all particles to distribute equally among the two complementary subsets, regardless to the occupation within each individual subset. Furthermore, subsets corresponding to different symmetries share one half of their elements. Thus, for η independent symmetries the total number of subsets, among which particles are forced to distribute equally, is given by 2η. Accordingly, the number of states, which are not covered by the suppression law (14b), is given by . Because Pauli's principle excludes modes with multiple occupation, the total number of final states reads , resulting in
with the approximation being valid for . Due to symmetry reasons, fermionic initial states with particle numbers satisfying can only be invariant under at most one independent symmetry operation. However, states with particle numbers can satisfy up to η independent symmetry operations leading to a suppression ratio . For comparison, figure 3 illustrates the suppression ratios for bosons and fermions in the limit . It is evident how, for a fixed number of independent symmetries, more fermionic states are suppressed than for bosons and that fermionic suppression gets increasingly restrictive for growing particle numbers.
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Standard image High-resolution image3.5. Suppression of bosonic states on the cube
To exemplify the above suppression law, a scattering scenario of N = 8 bosons on the HC for d = 3 dimensions is considered. In total there are possibilities to distribute the particles over the n = 8 modes, whereof three initial states are chosen for discussion. For these states, figure 4 shows the transition probabilities for all possible final states . The initial state is only invariant under the operation , causing the suppression of all final states with an odd number of bosons in the subset of modes k for which . These states are grouped in set of figure 4, where the corresponding partitioning is visualised in the first inset. One representative of these final states is containing three (five) bosons in modes k for which (−1).
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Standard image High-resolution imageThe second initial state under consideration, , is invariant under the operations and and accordingly also under . Thus, in addition to the suppressed final states for , states with an odd number of bosons in the subset of modes k for which and an odd number in the subset of modes with must also be suppressed. This is shown in set in figure 4. One representative of this set is the final state , exhibiting five (three) bosons in modes k for which (−1) and three (five) bosons in modes k for which (−1). For clarity, the second inset illustrates the partitionings for p = 2 and p = 8.
In this scattering scenario, the initial state with the largest number of invariant symmetry operations is given by , the third state we consider.. Therefore, states with an odd number of bosons in the subset of modes k for which must also be suppressed in addition to all states already suppressed for . In figure 4, these states are grouped in set , excluding those already contained in sets and . The corresponding inset shows the partitioning for p = 4. As a representative, the state is chosen, containing five (three) bosons in modes k for which (−1). All remaining final states that are not covered by the suppression law for any , like , are grouped in set .
Here it becomes apparent that the symmetry of many-body initial states determines a well structured appearance of total destructive interference on HC graphs. It also highlights the interdependence of different symmetry operations. For example, the initial state is invariant under two independent symmetry operations, namely and . From this follows that the state must be invariant under a composition of both operators as well. Thus final states, which are suppressed for (invariant under ) and covered by the suppression law, must also be suppressed for . However, since is only invariant under , states which are suppressed for are not necessarily suppressed for .
Figure 4 also demonstrates the approximated suppression ratio (15) in dependence on the number of independent symmetries an initial state is invariant under. Since is only invariant under , half of all final states are expected to be suppressed, as apparent by the size of set in figure 4. For each further independent symmetry, one clearly sees the additional suppression of half of the remaining final states from the size reduction of the other sets.
4. Generalisation to arbitrary subunitaries
The derivations of the discussed HC suppression laws (see appendix
4.1. Modifications of the symmetry conditions
Now, in order to generalise the derived suppression laws, d-dimensional HC graphs are considered where each vertex consists of the same but arbitrary subgraph. Each subgraph then contains m modes. Besides the coupling within each subgraph, each mode must be equally coupled to its d identical counterparts in the predetermined HC ordering. This generalises the model considerably since the HC-vertices are allowed to have diverse internal degrees of freedom. Such scenarios can be described by means of a m × m subunitary , where the overall unitary
consists of subunitaries. In order to retain the HC symmetries for segmentations , the symmetry operations (9) are generalised to
by replacing the Pauli spin-x-operator with the exchange-operator of dimension , reading
Here, denotes the m × m null matrix and the m × m identity matrix. These modifications are sufficient in order to make the symmetry suppression laws (14a) and (14b) applicable to any unitary given by (17). The detailed proof is given in appendix
Remarkably, for symmetry reasons, the suppression laws for these generalised graphs require the symmetric occupation of all modes for initial states. However, for final states, only the total number of particles within the subgraphs is relevant. Thus, the prediction whether or not a final state must be suppressed, is independent on its occupation within the subgraph, as will be further discussed in the following.
4.2. Bosonic interference on a generalised HC structure
To illustrate the generalisation, bosonic state transformations in one-dimensional HC graphs are considered. Figure 5 illustrates the mode coupling for identical subgraphs. Here, related modes of different subgraphs are equally connected by the transition rate κ, whereas transition rates within subgraphs are arbitrary but identical. As apparent by the unitary (17) and by comparing figures 5(a) and (b), for the suppression law, generalised HC graphs of the same dimension are closely related, regardless of structure and size of the subgraphs. Thus, we restrict the discussion of the examples shown in figure 5 to the generalised graph with triangular subgraphs.
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Standard image High-resolution imageConsidering the mode labelling as shown in figure 5 , the four-particle initial state is invariant under symmetry operation (18) for p = 2. Then, for an evolution time , the generalised suppression law predicts that all final states with an odd number of particles on any subgraph must be suppressed. Formally, this can be seen by considering definition (12), which gives for and for with m = 3 in the discussed example. Since each mode of a particular subgraph belongs to the same subset (i.e. their partitioning value is equal), the condition for suppression appears independently of the particle occupation within the subgraphs. Thus, for example the final states and must be suppressed for . However, in agreement with the formal suppression law, they appear with a non-vanishing probability for the initial state . This highlights that the condition for suppression strongly depends on the initial particle occupation within the subgraphs as determined by the invariance under the symmetry operations (18), which does not fulfil.
5. Discussion
In this paper, we have shown that symmetries in many-particle quantum transport on HC graphs allow the formulation of analytic suppression laws, which predict final states occurring with a vanishing probability due to many-particle interference. Specifically, each symmetry of the initial state groups all modes into two subsets of equal size and the occupation of these subsets determines the suppression. For bosons, the suppression depends on the parity of this occupation. For fermions, on the other hand, all events with imbalanced occupation of the subsets are suppressed, giving rise to a much tighter restriction on allowed events as compared to bosons. This behaviour can be understood by regarding the HC as an extension of the 2-site coupler to higher dimensions: The forced equipartition of fermions between the subsets, may be interpreted as a strong anti-bunching effect, while the distribution of bosons in sets of even parity is reminiscent of the multi-photon interference at the coupler [36, 37]. Moreover, the suppression law holds for HCs with arbitrary identical subgraphs on all vertices. This illustrates that it is ultimately the symmetry of the unitary which governs the suppression, not necessarily a particular graph structure. Strikingly, a similar observation has been made in single-particle quantum transport through disordered networks, where also symmetries and certain structural features, rather than the specific geometry of the graph, determine the transport efficiency [38, 39].
As we have shown here for HC graphs, the emergence of symmetries in many-body state transformations of indistinguishable particles causes conceptional simplifications and allows the definite exclusion of certain outcomes. In the absence of any symmetry, however, no simple and exact examination for large many-body systems and their underlying dynamics is known, since the transition probabilities are governed by a coherent superposition of an exponentially growing number of transition amplitudes [11, 40]. Thus, the suppression laws in HCs suit the certification of many-particle indistinguishability in large systems as, e.g., required for the verification of any candidate boson-sampling device [14, 41–43]. In realistic experimental scenarios particles will be only partially indistinguishable and the unitary will deviate from the ideal structure. Clearly, the suppression laws (14a) and (14b) do not strictly hold in this regime. However, analogously to the procedure outlined for the Fourier suppression law in [42] the influence of both imperfections can be estimated: The deviation from the ideal case due to particle distinguishability is bounded by a function varying monotonously between zero for indistinguishable particles and the suppression ratio (see equations (15) and (16)) for fully distinguishable particles. For imperfect unitaries one can show that the probability of a suppressed event scales quadratically with the average relative deviation of the unitary. Ultimately, a precise calculation of the resulting probabilities is possible using the formalisms for partially distinguishable particles introduced in [44–46]. The question whether these formalisms can also benefit from symmetries remains open for future investigations.
Going beyond the single-particle regime may further be useful for applications in quantum information: Just as two-particle interference lies at the heart of two-qubit gates in photonic quantum computing [47], many-particle interference might enhance existing or enable new types of quantum algorithms on the HC.
For realisations of high-dimensional HCs one can make use of long-range connections [48, 49] or internal degrees of freedom [50], even if only fewer dimensions are available in the embedding physical space. Particularly the latter approach has proven fruitful in recent years, with experiments successfully embedding d = 2 dynamics in a d = 1 atomic lattice [51, 52] and specific proposals being made for reducing the required physical dimension by 1 for optomechanical (d = 3) [53] and optical systems (d = 4) [54]. Another promising route is offered by multi-mode-interference in optical fibres, potentially supporting graphs with high-dimensional connectivity [55]. Besides a direct realisation of high-dimensional graph structures, the HC unitary for a fixed evolution time can also be implemented via cascaded directional couplers [56] for which sophisticated optical platforms exist [57, 58], which may even be suitable for an observation of both bosonic and fermionic statistics on the same platform [59].
Acknowledgements
The authors would like to thank Andreas Buchleitner and Stefan Fischer for fruitful discussions and acknowledge support by the Austrian Science Fund (FWF projects I 2562-N27 and M 1849) and the Canadian Institute for Advanced Research (CIFAR, Quantum Information Science Program).
Appendix A.: Derivation of the unitary elements
The derivation of the suppression laws is based on the expression of unitary elements according to (8). This is obtained by considering the accumulation of phase terms for elements due to subsequent applications of tensor powers in (6), which leads to
Analogously, additional phase terms are taken into account for columns k,
Plugging (A.1) into (A.2) results in (8) after some algebraic steps.
Appendix B.: Proofs of the hypercube suppression laws
In a fixed frame, the symmetry operations (9) simply relabel the mode numbers, which motivates the introduction of operators , acting on mode numbers according to
Note, that the action on elements of mode assignment lists is indicated by the subscript d. An important characteristic of the Rademacher functions (7),
enables the expression of symmetric connections between unitary elements in (8),
where the phase factor
is defined for brevity. Furthermore, using (B.1), the symmetry condition (13) for initial states can be expressed in terms of entries of the mode assignment list. Since the transition probability (2) is independent on the ordering of , it can be chosen conveniently, so that
for .
B.1. Bosons
Considering for bosonic particles and plugging the symmetry conditions (B.5) and (B.3) into (2), the transition probability becomes
As the summation runs over all permutations of the final mode assignment list, these permutations are either symmetric with respect to order reversal, , or possess a reversed-order partner , satisfying and for . In the following, the latter case is considered first, while in the end it turns out, that final states which are covered by the suppression law cannot form symmetric permutations, such that the former case does not apply. The contribution of each pair and in (B.6) then yields
which vanishes if
The condition for final states fulfilling (B.9) can be shown by defining the sets
with which the phase factors in (B.9) can be rewritten to
for any . The second term in (B.13) yields
and does not contribute to the remainder in (B.9) since
Condition (B.9) then becomes
In order to rewrite the sums over all elements in , we utilise the identities
for even and
for odd . These identities can be proven by induction on . Then, for both cases, (B.17) and (B.18), condition (B.16) can be rewritten, using the Walsh functions (12):
Further, we use the identity
which can be proven by induction on N, such that condition (B.19) becomes
Since N is even, this is the case if the final state contains an odd number of particles in the subset of modes k for which . Clearly, those final states can't form symmetric permutations adhering to , which had to be shown.
B.2. Fermions
For fermions, the sign factor needs to be considered in the calculation of transition probabilities according to (2). By defining
for , each permutation can be assigned a partner permutation , for which the elements and N − q are exchanged,
and accordingly . Then, the summands of and in (2) yield
where we used (B.5) and (B.3) in the last step. This contribution vanishes if
Utilising (B.2) in definition (B.4), condition (B.27) becomes
which results in
by proceeding as in (B.10)–(B.19). Thus, the summands for and cancel each other out if condition (B.29) holds.
For a set , where each q value is contained at most once, we define the permutation as
Now, it is possible to group all possible permutations of the final mode assignment list into sets , containing permutations , where the sets are given by all possible subsets of including the empty list. Accordingly, for every single q, all permutations of a set can be grouped into pairs, whose elements and N − q are exchanged. Then, if condition (B.29) is fulfilled for any single q value, all permutations of the set cancel pairwise. Consequently, there are sets , in which no pairwise cancellation occurs if and only if for half of all and for the other half. Thus, all final states adhering to
must be suppressed.
Appendix C.: Derivation of the generalisation to arbitrary subunitaries
In order to describe the effect of symmetry operations (18) on mode numbers, the same operators as in (B.1) can be used, however, with the restriction to segmentations , for which the identities (B.2) hold as well. The definition
for ascribes the index within the subunitary and satisfies
Thus, the unitary elements in (17) read
where denotes the m × m subunitary. Expectedly, the dynamics of the subunitary and the HC graph are decoupled. By exploiting (B.2) and (C.2), the symmetric connection between unitary elements obeys
Clearly, this is identical to the symmetry relation (B.3). In conclusion, the same symmetry suppression laws hold for unitaries of the form (17) with the restriction to segmentation values .
Footnotes
- 1
Recalling that the symmetry operators are self-inverse and mutually commute, we define the set and all possible sets , which generate all symmetry operations the initial state is invariant under. Then, the number of independent symmetries of is given by . For example, if is invariant under , and , then , , , and accordingly .