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Paper Citation Record · LEDGER

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees

As of 19 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 2 inbound Pith citation observations for arXiv:2502.06671.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.06671 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T14:49:04.918292Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T12:13:14.281562Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-07-09T00:55:49.268838Z

Reference resolution

26 of 26 outbound references displayed

  • verified exact0
  • verified fuzzy15
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1e5bf8ba-da48-4a3e-a686-ac0f7aa9fb7e · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:05.327578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.798316Z digest=sha256:be4d9bf39392e3325901b48a0d90994619c30a2c67e064377e18d5b6fe0a8c91

Observation 8c08fa07-b369-49a6-ba3d-c4f63ebc6f40 · outbound

This paper cites See Appendix F.5.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees See Appendix F.5

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.342614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.791370Z digest=sha256:ed2d8c73edba0ff8564e8456e0ac5f01aa123889b38dbf1c8c32f3c7ee3bf44f

Observation 7297842c-50ff-494c-944b-61b89283e119 · outbound

This paper cites Note that ∇Xfdiff(FtRt) = 4caug n2 Xt(XtTXt−YtTYt)Rt, ∇Yfdiff(FtRt) = 4caug n2 Yt(YtTYt−XtTXt)Rt.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Note that ∇Xfdiff(FtRt) = 4caug n2 Xt(XtTXt−YtTYt)Rt, ∇Yfdiff(FtRt) = 4caug n2 Yt(YtTYt−XtTXt)Rt

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.312338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.803900Z digest=sha256:b812da96d7c5d8f2f99cf017e647737da3a8402ec6fcde545c820f964c332ed3

Observation dd0a3bae-4d5b-4f9f-97d2-ea9a974fc10b · outbound

This paper cites Note that X∗TX∗ = Y∗TY∗.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Note that X∗TX∗ = Y∗TY∗

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.297038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.809149Z digest=sha256:2b891641e1607bf35523eddabaaee560e1b3afe6acd02513825ccd3cb41b6e4e

Observation 791a5e68-2ec4-4484-a54d-ef40c4884b09 · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:05.281721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.814802Z digest=sha256:25153a11124a10e3afddab91f9d792d1eec8ae25fa9f60dfa45686b5273b29f1

Observation 9a8daef9-0b57-4685-a0dc-910a429bac99 · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:05.267305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.820486Z digest=sha256:810a2023d456b0e38820279f4452ba3bf2a0d47f70b88a519a70eb36bb1d489d

Observation 9b6394a3-4e3e-43f7-b227-a32d1af55dfe · outbound

This paper cites Notice that ∥Ft,(m)∥ =∥Ft,(m)Ot,(m)∥≤∥ Ft,(m)Ot,(m)−FtRt∥ +∥FtRt−F∗∥ +∥F∗∥≤ 2∥F∗∥.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Notice that ∥Ft,(m)∥ =∥Ft,(m)Ot,(m)∥≤∥ Ft,(m)Ot,(m)−FtRt∥ +∥FtRt−F∗∥ +∥F∗∥≤ 2∥F∗∥

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.253234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.826235Z digest=sha256:0fb0d043b2b705736ffe110826bcb359a8253697c92d6fb1080c82d94e7f79a6

Observation 82318e93-4dec-4286-9739-22f62ed63317 · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:05.236970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.832341Z digest=sha256:af8df8a4dc7a3b684dd163a1dccc8a5ae14ff5fc3ffd3f223206fc9879a4aa07

Observation 0f2889af-e77f-43c4-b978-c61bdda49d25 · outbound

This paper cites Moreover, we have ∥Yt,(m)∥≤∥ Ft,(m)Ot,(m)−FtRt∥ +∥FtRt−F∗∥ +∥F∗∥≤ 2∥F∗∥.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Moreover, we have ∥Yt,(m)∥≤∥ Ft,(m)Ot,(m)−FtRt∥ +∥FtRt−F∗∥ +∥F∗∥≤ 2∥F∗∥

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.222518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.837245Z digest=sha256:c3135e6fd3590ad55b0c957221f2280944027d1a64114e03c956bf8bc176ccaa

Observation 4e6c3588-eb30-40ec-a767-06c8f525eea4 · outbound

This paper cites Thus, we have ∥(c)∥2 ≲∥F∗∥∥F∗∥2,∞ ‖‖‖Yt,(m)Rt,(m)−Y∗ ‖‖‖≲√µrc11σmax.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Thus, we have ∥(c)∥2 ≲∥F∗∥∥F∗∥2,∞ ‖‖‖Yt,(m)Rt,(m)−Y∗ ‖‖‖≲√µrc11σmax

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.207773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.842183Z digest=sha256:d687a9579f80e85d63826a9b5828d31357ef616f8781505e4b2134229eb50714

Observation dfe6f307-ecb0-4fb9-a5eb-3c850cea6b29 · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:05.192247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.847179Z digest=sha256:1cfc1fed8986d04acfb0e540c91bf57ccabcebbcec55114c6d10ad5a9823b31a

Observation 44bbd4ae-b92e-49d7-bb5a-a0e019054984 · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:05.177459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.852143Z digest=sha256:94f4f888c85e34b876a6dfbac75cb9adeabccc8c9f25d2e816a360eb1649e5df

Observation e07ede34-37f1-48f2-b787-56b04acc1249 · outbound

This paper cites Therefore, as long asn≥ 16(r3 +rp)c2 2,∞, we have∥Qv∥2 2≥∥v∥2 2/2.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Therefore, as long asn≥ 16(r3 +rp)c2 2,∞, we have∥Qv∥2 2≥∥v∥2 2/2

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.161972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.856736Z digest=sha256:2349f48f71944a4e317600e22872a5d268252e00954ed158e86e731042949ad8

Observation 171f6ea2-b709-49a4-83b5-4ed5016034a8 · outbound

This paper cites By Lemma G.1, we have max{∥(P ˆDP)†∥2,∥(PD∗P)†∥2} ≲ 1 c2 D∗ , ∥P ˆDP−P D∗P∥ ≲ ˆc√n.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees By Lemma G.1, we have max{∥(P ˆDP)†∥2,∥(PD∗P)†∥2} ≲ 1 c2 D∗ , ∥P ˆDP−P D∗P∥ ≲ ˆc√n

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.147295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.861785Z digest=sha256:1fca61e7a8099738354727a40d0996f004dc551e396948aaeb51a7dc8cf52fd7

Observation 825ad54a-7997-407c-ac45-e7bb6cbc22c2 · outbound

This paper cites DenoteVt = ˆV +t(V∗− ˆV ) and defineDt correspondingly.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees DenoteVt = ˆV +t(V∗− ˆV ) and defineDt correspondingly

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.131358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.866116Z digest=sha256:edd9957004026ac5806fd8a1d9f48967cc383e7b3fa8b9434006d43dc19774af

Observation 5c00bdf4-2434-4d98-b482-be7e6b9008f9 · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:05.116900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.870334Z digest=sha256:954717198cadd310f5cbed94dd590d2b2e2ba4241ed41ff99462d417d9a103e2

Observation d64124de-761e-4aaf-a27d-894068d9979d · outbound

This paper cites Combine the bounds for (1)-(4), we have ‖‖‖‖ [ˆXd− ¯X ˆYd− ¯Y ]‖‖‖‖ ∞ ≲ λˆc c2 D∗ √µrσmax n + c11ˆc cD∗ +c2,∞c11 √ r2 +p =c∞.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Combine the bounds for (1)-(4), we have ‖‖‖‖ [ˆXd− ¯X ˆYd− ¯Y ]‖‖‖‖ ∞ ≲ λˆc c2 D∗ √µrσmax n + c11ˆc cD∗ +c2,∞c11 √ r2 +p =c∞

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.102257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.874350Z digest=sha256:55466c899b35f75e6470c7f44f6fdf305a102ec6564eb20e8d28e09191f55ff2

Observation d2c9b854-007a-4410-84e5-92758e796678 · outbound

This paper cites We denote [Ht Γt ] :=c(V∗) +t(c( ˆVd)−c(V∗)), Pt ij :=zT i Htzj + Γt ij n.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees We denote [Ht Γt ] :=c(V∗) +t(c( ˆVd)−c(V∗)), Pt ij :=zT i Htzj + Γt ij n

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.086981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.878482Z digest=sha256:7ddcba7a976c93d42d3021aa942f91a4a442c86154f551a8683879d1dc073d38

Observation f3e60995-3b8c-47b0-812d-b3efc4040fe5 · outbound

This paper cites Note that ∇Lc(c( ˆVd))T ( c( ¯V )−c( ˆVd) ) =∇Lc(c( ˆV ))⊤ ( c( ¯V )−c( ˆVd) ) + ( c( ¯V )−c( ˆVd) )⊤∫1 0 ∇2Lc ( c( ˆV ) +t(c( ˆVd)−c( ˆV )) ) dt ( c( ˆVd)−c( ˆV ) ).

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Note that ∇Lc(c( ˆVd))T ( c( ¯V )−c( ˆVd) ) =∇Lc(c( ˆV ))⊤ ( c( ¯V )−c( ˆVd) ) + ( c( ¯V )−c( ˆVd) )⊤∫1 0 ∇2Lc ( c( ˆV ) +t(c( ˆVd)−c( ˆV )) ) dt ( c( ˆVd)−c( ˆV ) )

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.072564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.882744Z digest=sha256:0d5ba55c3ef8e90f67995e806ccbdb188d263bb6d59029220801af98a5d60bda

Observation b9abda28-30e6-467c-b1a7-ba383479e4da · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:05.057158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.887024Z digest=sha256:0000e5233c5a54be88de5dd6e841a38a3bdd4cadbf2323c2375bd1c6b6974966

Observation 2e719a90-15a3-4cec-93ac-ca9275ec8a8d · outbound

This paper cites Thus, it remains to deal with1 nM∗⊙ (P−P∗).

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Thus, it remains to deal with1 nM∗⊙ (P−P∗)

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.040863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.892648Z digest=sha256:6323964749d57ef8a0639a91f855e5bd6952a8bea06d70605b9619cf2e46ae46

Observation 264d6e7d-ef66-428e-b596-2c6591cfe690 · outbound

This paper cites By Theorem D.3, we obtain ∥(1)∥ ≲ √ ccd n3/4 < ϵλ 10 (94) as long asn is large enough.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees By Theorem D.3, we obtain ∥(1)∥ ≲ √ ccd n3/4 < ϵλ 10 (94) as long asn is large enough

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.024579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.897890Z digest=sha256:0ae3259dcba3b6a1b47a57e3061efce6d93cbd62d834726a23af58d16d369f0c

Observation 8a80214a-b330-4489-ae0a-2ea2914d624c · outbound

This paper cites By Proposition D.2, we have ∥(2)∥ ≲c′ a (√ c n + √σmax n3/2 ) < ϵλ 10 (95) as long asϵλ>c ′ a (√ c n + √σmax n3/2 ).

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees By Proposition D.2, we have ∥(2)∥ ≲c′ a (√ c n + √σmax n3/2 ) < ϵλ 10 (95) as long asϵλ>c ′ a (√ c n + √σmax n3/2 )

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T14:49:05.006642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.902703Z digest=sha256:33cb11e6317baf1373fa30f458c7572bf5263211cc138fdaf92cd239cfe20217

Observation fbfdc50c-936e-4767-801d-12c14b634780 · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:04.991135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.906865Z digest=sha256:eedb1f1c67cfcf515d88dfbfa6dd2d2818db10c0c150c23ecc6577822b707f40

Observation 40f43c8b-16b3-4764-87e2-51f2862e9386 · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:04.976460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.913184Z digest=sha256:6510e76a3d7eb9253a8e451e878b5960db920fb536e212901dcb5015320ec167

Observation 8f80d0e2-4aa8-45a3-88ea-e09a3db86c35 · outbound

This paper cites an unresolved cited work.

Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-08T14:49:04.960690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-08T14:49:04.918292Z digest=sha256:609b95697f62864dcbcfc6824bdb4de5b1c6d17fbc1acfbab3603df88221269d

Pith citing papers

Observation 0628e107-56aa-4ef2-a679-c0e360374c95 · inbound

Uncertainty Quantification for Ranking with Heterogeneous Preferences cites this paper.

Uncertainty Quantification for Ranking with Heterogeneous Preferences Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-05T12:13:14.281562Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T12:13:14.281562Z digest=sha256:92a435beafa8ca8cdb967acf955618d553d52318eaf3c1450fddc66a1a4c8ba1

Observation 65ac580a-0021-46c4-b36b-0edc97a7f441 · inbound

AI-Augmented Statistical Network Estimation with Proxy Gene Embeddings cites this paper.

AI-Augmented Statistical Network Estimation with Proxy Gene Embeddings Covariates-Adjusted Mixed-Membership Estimation: A Novel Network Model with Optimal Guarantees

Reference 16

Resolution
metadata mismatch
local_arxiv, observed 2026-07-09T00:55:49.270443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=arxiv_source observed=2026-07-09T00:54:55.613581Z digest=sha256:139afa21b306c195868c6bbaff860d2e1fde583d1a8c390271e4ba5821181708