Expected meeting time conjecture for random walks on regular graphs

From papers

Let GG) be a connected dd-regular graph with adjacency matrix AA and nn vertices. Let ξ1,ξ2,,ξn\xi_1,\xi_2,\ldots,\xi_n be orthogonal eigenvectors of AA, with the conditions stated below. Expected meeting time conjecture. The supplied candidate asserts that AA has eigenvectors satisfying

ξn=(1,1,,1)T,\xi_n=(1,1,\ldots,1)^T, ξi(n)=1for all i,\xi_i(n)=1\quad\text{for all }i, j=1nξi(j)=0for all i,\sum_{j=1}^n\xi_i(j)=0\quad\text{for all }i, i=1nξi(j)=0for all j,\sum_{i=1}^n\xi_i(j)=0\quad\text{for all }j, ξi,ξj=nδij.\langle\xi_i,\xi_j\rangle=n\delta_{ij}.

The surrounding text presents this as an additional conjecture intended to help prove the expected meeting-time formula for two independent simple random walks on a connected regular graph. Its mathematical formulation appears inconsistent with the preceding meeting-time conjecture and may contain transcription or indexing errors; its resolution is not established in the supplied material.

Progress summary

Open

The 2014 conjecture remains unproved: a later general formula for meeting times does not settle this particular regular-graph claim.

A 2014 preprint proposed a formula for the expected meeting time of two independent random walks on a connected regular graph, based on the nonzero eigenvalues of a matrix derived from the walk transition matrix. It also stated the supplied eigenbasis condition as a separate conjecture that would imply the formula, not as an established fact.

Known results

  • The meeting-time identity was presented as Conjecture 1 and supported only by numerical experiments on regular graphs (2014).
  • The eigenbasis assertion was presented as Conjecture 2; its existence for every connected regular graph was not proved (2014).

2024 general meeting-time formula

A later paper derived a general singular-value formula for expected meeting times of two independent Markov chains and gave broad asymptotic comparisons, but it neither proves nor specifically disproves the regular-graph identity or the eigenbasis conjecture.

Current status (as of August 2026): The 2014 meeting-time identity and its auxiliary eigenbasis assertion remain unproved, with no publicly retrieved claim or verification resolving either one.

Sources
Sources & referencesView supporting material

Primary source

Yizhen Zhang, Zihan Tan and Bhaskar Krishnamachari, “On the Meeting Time for Two Random Walks on a Regular Graph”, arXiv:1408.2005 (2014).

Solutions 1

Counterexample

Counterexample to the intended eigenbasis claim and the meeting-time formula

The printed zero-sum conditions have indexing inconsistencies. The following counterexamples do not rely on those inconsistencies: they contradict the substantive normalization and orthogonality requirements themselves, and also disprove the paper's separate expected-meeting-time conjecture.

Suppose a connected regular graph on nn vertices has an orthogonal adjacency eigenbasis satisfying

ξi(v)=1,ξi,ξj=nδij.\xi_i(v)=1,\qquad \langle\xi_i,\xi_j\rangle=n\delta_{ij}.

For every adjacency eigenvalue θ\theta, its spectral projector EθE_\theta must then satisfy

(Eθ)vv=i:Aξi=θξiξi(v)2n=rankEθn.(E_\theta)_{vv} =\sum_{i:\,A\xi_i=\theta\xi_i}\frac{\xi_i(v)^2}{n} =\frac{\operatorname{rank}E_\theta}{n}.

Consequently

(A)vv=tr(A)n(0).(1)(A^\ell)_{vv}=\frac{\operatorname{tr}(A^\ell)}n \qquad(\ell\ge0). \tag{1}

Already on eight vertices, take the connected cubic graph with edges

02,03,04,12,13,15,23,46,47,56,57,67.02,03,04,12,13,15,23,46,47,56,57,67.

Direct counting gives

diag(A3)=(2,2,4,4,2,2,4,4),tr(A3)8=3.\operatorname{diag}(A^3)=(2,2,4,4,2,2,4,4), \qquad \frac{\operatorname{tr}(A^3)}8=3.

Thus (1) fails at every possible distinguished vertex, disproving the intended eigenbasis conjecture.

Moreover, for the exact prescribed transition matrix P=(I+A)/4P=(I+A)/4, let two walkers start independently and uniformly. Their hitting times satisfy

Tuu=0,Tuv=1+abPuaPvbTab(uv).T_{uu}=0,\qquad T_{uv}=1+\sum_{a\ne b}P_{ua}P_{vb}T_{ab}\quad(u\ne v).

Solving these finite rational equations gives

Eτ=164uvTuv=5873631.\mathbb E\tau=\frac1{64}\sum_{u\ne v}T_{uv} =\frac{5873}{631}.

On the other hand,

det(zIA)=(z3)(z1)(z+1)4(z25),\det(zI-A)=(z-3)(z-1)(z+1)^4(z^2-5),

and hence the conjectured spectral answer is

λSpec(IP2),λ01λ=283.\sum_{\lambda\in\operatorname{Spec}(I-P^2),\,\lambda\ne0} \frac1\lambda =\frac{28}{3}.

The exact discrepancy is therefore

Eτλ01λ=4918930.\mathbb E\tau- \sum_{\lambda\ne0}\frac1\lambda =-\frac{49}{1893}\ne0.

In fact both failures occur in every degree d3d\ge3. Put s=d+1s=d+1, take two copies of KsK_s, remove one edge in each copy, and connect their exposed endpoints by a matching. This gives a connected (s1)(s-1)-regular graph on 2s2s vertices. Its closed three-walk counts are

(A3)vv={(s2)(s3),v is an exposed endpoint,s(s3),v is an interior vertex,tr(A3)2s=(s3)(s24)s.(A^3)_{vv}= \begin{cases} (s-2)(s-3),&v\text{ is an exposed endpoint},\\ s(s-3),&v\text{ is an interior vertex}, \end{cases} \qquad \frac{\operatorname{tr}(A^3)}{2s} =\frac{(s-3)(s^2-4)}s.

Neither local value equals the average for s4s\ge4, so the required eigenbasis exists at no vertex.

For completeness, the seven nonmeeting ordered-pair classes have multiplicities

w=(4,8(s2),2(s2)(s3),4,4,8(s2),2(s2)2)w=(4,8(s-2),2(s-2)(s-3),4,4,8(s-2),2(s-2)^2)

and transition-count matrix

Cs=(22(s2)(s2)(s3)022(s2)013(s2)(s2)(s3)11s2024(s2)(s2)(s3)000002(s2)0202(s2)(s2)222(s2)0022(s2)(s2)21s20113(s2)(s2)2000224(s2)(s2)2).C_s= \begin{pmatrix} 2&2(s-2)&(s-2)(s-3)&0&2&2(s-2)&0\\ 1&3(s-2)&(s-2)(s-3)&1&1&s-2&0\\ 2&4(s-2)&(s-2)(s-3)&0&0&0&0\\ 0&2(s-2)&0&2&0&2(s-2)&(s-2)^2\\ 2&2(s-2)&0&0&2&2(s-2)&(s-2)^2\\ 1&s-2&0&1&1&3(s-2)&(s-2)^2\\ 0&0&0&2&2&4(s-2)&(s-2)^2 \end{pmatrix}.

Thus Eτs=wT(ICs/s2)11/(4s2)\mathbb E\tau_s=w^{\mathsf T}(I-C_s/s^2)^{-1}\mathbf1/(4s^2). The adjacency characteristic polynomial is

(z(s1))(z1)(z+1)2s4(z2(s4)z(3s7)).(z-(s-1))(z-1)(z+1)^{2s-4} \bigl(z^2-(s-4)z-(3s-7)\bigr).

With

Ds=s6+2s54s44s3+10s2+12s24>0,D_s=s^6+2s^5-4s^4-4s^3+10s^2+12s-24>0,

direct rational elimination gives

  EτsλSpec(IPs2),λ0λ1=(s3)2(s2+2s4)(s34s+8)24(s2)(s+2)(s22s+2)Ds<0  \boxed{\; \mathbb E\tau_s- \sum_{\lambda\in\operatorname{Spec}(I-P_s^2),\,\lambda\ne0} \lambda^{-1} = -\frac{(s-3)^2(s^2+2s-4)(s^3-4s+8)^2} {4(s-2)(s+2)(s^2-2s+2)D_s} <0 \;}

for every s4s\ge4, where Ps=(I+As)/sP_s=(I+A_s)/s. Hence both source conjectures fail for an infinite family covering every regular degree at least three.

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Shivam Patel ·