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Paper Citation Record · LEDGER

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach

As of 10 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2508.12386.

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

pith.paper-citation-record.v1
2508.12386 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:32:51.252322Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

52 of 52 outbound references displayed

  • verified exact1
  • verified fuzzy7
  • unresolved44
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c344646d-5966-46d8-a828-471c2418fe52 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach , " * write output.state after.block = add.period write newline

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T19:32:44.981439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:32:44.981439Z digest=sha256:b8ae1252b39fff55b2e3c43e621226a493311aaaffded4dd441c8e5daa2656ff

Observation 4401d993-8a83-41b0-907f-06713876d5f2 · outbound

This paper cites write newline.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T19:32:45.087224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:32:45.087224Z digest=sha256:b508e974da9addb160f4201173ee47ed784f2c19769bc02ae953952fc038537b

Observation 736e2250-6da5-4a0a-96f2-cb098b7a378d · outbound

This paper cites Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Federated Collaborative Filtering for Privacy-Preserving Personalized Recommendation System

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T19:32:45.224663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:32:45.224663Z digest=sha256:9b679bd347916f8e02defe9521c6bf43b52d1e42af149ab72338ec4e2ce35e7e

Observation 72688120-8395-4a88-8ec0-8066b0dca037 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.213838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.401665Z digest=sha256:5c43f21b5ff425d163d3896796ac91eed142932994a5d50158b60a5291154dc3

Observation 5ba68759-863f-4ee2-9930-b7b969d54a6d · outbound

This paper cites E.; and Nocedal, J.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach E.; and Nocedal, J

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:32:57.199130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.568765Z digest=sha256:b2223080f04ffc827aef512f3f27e45532b1b468241c85b7fc08715128c48a06

Observation b92f696a-2d65-4ddc-84a7-650545897a52 · outbound

This paper cites P.; and Vandenberghe, L.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach P.; and Vandenberghe, L

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:32:57.184356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.733317Z digest=sha256:64d4b1873383920545039888559390db0e3bc4a593f75cec6b6c272825fd5966

Observation ce75ecd1-d68e-4f0f-be2a-94924d62e2e6 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.168911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.884787Z digest=sha256:bc6cdd039fb78d36c30dd4ba577e775cc40752b8b7a7e7f9a5231605266a5ee0

Observation 74be0175-2da0-496e-9615-9936d5f22444 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.153850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.064819Z digest=sha256:45134bd44daa699382503fe0d9e8f62ba3a2a30e9f24305215ded0d3441fc650

Observation a4ea92ec-53f4-46db-bedd-2e996ea3e3fa · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.139054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.210636Z digest=sha256:0e062f48efe11c77beaa7b544c6ac5bf22fb15eaa884cb34f67753108e6b9596

Observation d4af53d7-1714-4ce1-85b4-1adadae8e039 · outbound

This paper cites Beyond Personalization: Federated Recommendation with Calibration via Low-rank Decomposition.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Beyond Personalization: Federated Recommendation with Calibration via Low-rank Decomposition

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T19:32:46.375189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:32:46.375189Z digest=sha256:4529f8ee07cbe9c687aee029826717d76d36d920f3442280d82f1a39d810bb85

Observation 2fed107c-e0ce-4f3d-a80a-1ebfd3c00425 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.124401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.447071Z digest=sha256:7af0fd67ed327bd492f068acaffa81fbc6ddbb467e0c4ef8405cc82ff868c43c

Observation 29ce5d98-a54e-4a52-a892-52be8e066e75 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.110097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.574749Z digest=sha256:71a61151a65181c081011afdba59563f05d53455ecc167db5c96e83bf77fc465

Observation 6d107101-e13c-4b6e-9474-dea1e72e1383 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.095228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.667482Z digest=sha256:8b994b7f68ef0b6c7c10dabc04dfb75f598e8c7e6e4c31c7934796d6dfdb781b

Observation 75c10d52-f6fd-418c-ad8d-f201d614e170 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.081329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.735198Z digest=sha256:01b0375cd6388f9fc01f96c73bf534d4f77e6c345ad7ca8bc3e28e7d7a38fea1

Observation 37ee91e1-f6c3-411d-89aa-ba16f7842e4d · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.066663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.854742Z digest=sha256:4568e6951f07e3a9cfe8621df56ff95a7c832911d6494c1bbf2678673cb1795a

Observation f284df43-9cb6-45cd-9c0b-701ff825a3aa · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.052551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.941574Z digest=sha256:63f7d14721e9ec349a7a5e3e8b18bbc54742a91c7fd1ac7664f3fb0798207f08

Observation 9f7a7ccf-6c0f-48ac-a18c-07ded963ee48 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.038045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.063957Z digest=sha256:566da3c5507f84f3bea1ea3a7174f7ebc87d46e30a5d453c32ce6f673bb89bfa

Observation 41f56aaa-9f63-42e3-8b18-9327201e3b3c · outbound

This paper cites M.; and Konstan, J.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach M.; and Konstan, J

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:32:57.022656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.193227Z digest=sha256:a3259769ecc2a01a4151d8d92a64c05145729fd4f60ae5332991d1ed62ef04b4

Observation 02bdd390-6bc8-48d2-a49f-38529924d6e7 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:57.008007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.284255Z digest=sha256:96a08764f39dec359762fcecc0aba022f29b6ba227fdcc03c69fbadc981e34ac

Observation 145ec721-8f49-4ec4-a07d-7bb15365962d · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.987631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.379655Z digest=sha256:26216681a02f0a802804e31652182595a1322856bd2543dd091e71e2c45bcc7f

Observation 36d6507a-25ae-4e3b-8e0f-df2ddd91e73a · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.972282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.475856Z digest=sha256:99e3ad0b1e580d6748f143c7cb1ef970c8a4b7b79074d349c1fb787b78f52b0c

Observation c3a958e0-cf7f-49ce-a3dd-4a5274c6a154 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.957145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.604741Z digest=sha256:9f61fa635a318802d6888af098460ff012659a40508c344dfee3c9725c30cd3b

Observation d39ffd80-17b6-4fd9-a990-2361aceceb0b · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.942287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.751007Z digest=sha256:d13a6fe43773ce0a625f8b42a28bef18654b938aa1de0c9851c9f56de4569ca4

Observation 5a2289eb-fba9-4c37-9383-2fb96d591581 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.928403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.842518Z digest=sha256:e11a82bb4c562dc525f1dc447b2663541123967955843740a5e9b11aee9f4ff4

Observation 4364fcf3-2744-4002-b6be-338e5d2167a0 · outbound

This paper cites P.; Kale, S.; Mohri, M.; Reddi, S.; Stich, S.; and Suresh, A.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach P.; Kale, S.; Mohri, M.; Reddi, S.; Stich, S.; and Suresh, A

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:32:56.914110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.944746Z digest=sha256:6c40a2b4336d9e1211fe301e65225093ec3375b32a3c01e950f4729dd2e6a919

Observation dba4de13-5902-49a6-9145-ce59dd3f69ce · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.899107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.075686Z digest=sha256:e1726294b13a69ccb0f646adb53bd8154e7b2630ae3a04446b0044b4dd9280dd

Observation b58d8570-3ebb-4e2c-b72c-bded2c0c009a · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.883656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.144596Z digest=sha256:1e6be08c2caf4d540cc5f6594c9a4240d964120c1d203e0851f769ba41ec3ffd

Observation d037f2c1-e184-4275-bd5e-f1041c2bfb56 · outbound

This paper cites K.; Zaheer, M.; Sanjabi, M.; Talwalkar, A.; and Smith, V.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach K.; Zaheer, M.; Sanjabi, M.; Talwalkar, A.; and Smith, V

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:32:56.814325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.257616Z digest=sha256:d27d0beebd548994eba905dfd7c3ca823f5548389399b8d355cfaf64779062bc

Observation 1a75cdc8-01f3-48c7-b621-d74078463cd6 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.618868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.347799Z digest=sha256:c4a1da5eafdf74433f96059e9ccf010622a2e5082e954ffdb3897c8203f03e77

Observation 9c51824b-dcba-46c9-b5f3-84133f7b171a · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.461298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.453821Z digest=sha256:bb09041d8dcebe14a7e975f6338dc8d998a714f973e6b5a33e389e160819c517

Observation c241acde-d256-4376-8081-2ad3bc541293 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.255379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.555573Z digest=sha256:70d14adea89bc99be34aac4723dff2cc320fd2e14a6da9d5d795e1cb4505d352

Observation e6c66296-b9ab-4ce8-a786-02be190aba72 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:56.031246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.694752Z digest=sha256:2d4985165c488c2fb48df7493b4bb574281fc612805f5011c3b9e30d00372779

Observation 802100a9-59d5-4dca-a30d-1339519b7f6f · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:55.807706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.812420Z digest=sha256:b28b7211af6ffe19b6300ed0ba60497acda2c41ced095feaad966b2d9e152c39

Observation 93e3b761-2c81-4313-aff3-c20b905612c3 · outbound

This paper cites T.; Le, D.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach T.; Le, D

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:32:55.617192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.900780Z digest=sha256:336de138dd8c2bc5164574472d81b83ea74f632bb98cc5e02f73196f194468a3

Observation d1a89342-246b-4d0f-a1cf-f8793dff05c4 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:55.424759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.979400Z digest=sha256:7515d781a8994a84468eb9df666098fc86f78a01eb64c71c2c0951218dd94183

Observation a61e278b-bef4-48c3-9713-3b1042b197dc · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:55.190497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.074901Z digest=sha256:349fd7e9ee0fec4aab5934df787e34f705b64d2b0d548dbf66cd3581cd549676

Observation 5800eba3-c9e8-47fa-8426-700c4e8a9696 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:54.893925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.154289Z digest=sha256:1d8888bfeedb3c2df5d7405630f7e8108e7ecc079b670b73e3bdf0c1790f5f04

Observation e8cd4f15-0ede-4660-a2b9-95fccd28745b · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:54.666574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.276312Z digest=sha256:2cee0e2fe5ed2f4b97b19e634d8908d3af52a3863f684e94aa7f69d219939058

Observation 29ee2537-5b89-4e55-ac5c-acde153c0cf5 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:54.370836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.388249Z digest=sha256:6f2224618173ef59f25b02099a24644849c525fabc396d9612769ff37155d0c4

Observation f6af78ba-c0ac-43fa-b384-a9a1551d0583 · outbound

This paper cites H.; Farokhi, F.; Jin, S.; Quek, T.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach H.; Farokhi, F.; Jin, S.; Quek, T

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:32:54.124746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.524619Z digest=sha256:cf09e62e3f0565434d7ea13877b416f3a1df0b0c11e9be0cafb0fba43c386637

Observation 896cc6f4-fa68-4ba7-8d4c-388bfe1eb322 · outbound

This paper cites Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Model Merging in LLMs, MLLMs, and Beyond: Methods, Theories, Applications and Opportunities

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-05T19:32:49.689607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:32:49.689607Z digest=sha256:9b5fc3c085c5c16a7feb3a47581e448ae03d445f52f3dd0cbaaee2c982796fd2

Observation 567d9e7b-5024-4ff8-97cf-dd6e48d6cc06 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:53.869926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.874193Z digest=sha256:095f9cd96e2c0b663c737538e003b92163fd35dfd4ec83bf2ab1fdaea1185128

Observation c6cbede7-0a58-48a0-a488-8e1c9e7c4c76 · outbound

This paper cites On-Device Recommender Systems: A Comprehensive Survey.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach On-Device Recommender Systems: A Comprehensive Survey

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-05T19:32:50.070722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:32:50.070722Z digest=sha256:c0a24f4c9cf07a4310980455f9dd66b66eae0ab5afceb23a13ce165b42701317

Observation 4fefe1eb-c311-423c-83b2-3b9c043eebcc · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:53.607997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.184824Z digest=sha256:41d9b7ea4104b7032fb122898892ac208eddb2cbb63cffe58a111252915eca14

Observation 72476b43-8472-4efd-8280-f8f61cdab3e0 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:53.287801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.279889Z digest=sha256:df6c12cccc32225ec04cb3a5ea6c159ac3f27072626946cda0a7c1d3313b6523

Observation 46b6b26d-0496-41fa-81e0-adbec4923f47 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:53.057605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.334647Z digest=sha256:4351be7622091fbdd4755b0ad0e1204684a28d4d19a4b218bd05e41e32152071

Observation ff59fe44-2a24-43e5-b9dc-2d929dfa68bb · outbound

This paper cites Beyond Similarity: Personalized Federated Recommendation with Composite Aggregation.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Beyond Similarity: Personalized Federated Recommendation with Composite Aggregation

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-08-05T19:32:51.646935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.563813Z digest=sha256:435bd75e6699699567e0266b51851e98197aa62c0543ebed3889585cc7fa2d68

Observation 001a3fff-4a02-402e-9baa-9076ae39cbc0 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-05T19:32:50.751291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:32:50.751291Z digest=sha256:6c6bc4623058435c447482ecefbbcd7ed47f7fcd13d8d7c0524fc041205d7527

Observation e8799de3-b93d-4476-add0-bd76b8989b26 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:52.850278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.881264Z digest=sha256:7e775cdacea3ec8c5506d86adcae287e740d3342f309f0d84f978cabe1284c45

Observation ef967f47-fe03-4b51-8145-73f4cbc25e40 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:52.596310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:51.007482Z digest=sha256:0e95756461bedf74549c0f777028ef07e5e2a3b8b2df181f0663679226f39744

Observation e342fc8f-954d-4f49-8e5d-0cffbb52c092 · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:52.298514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:51.127115Z digest=sha256:6b0b715738db22fd431ac74b37d5d5b2a09e78049b9199cc9d8febf03e8226c0

Observation 3229096a-233c-4c4f-b10f-47eb51a562dc · outbound

This paper cites an unresolved cited work.

Breaking the Aggregation Bottleneck in Federated Recommendation: A Personalized Model Merging Approach Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:32:51.955434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-08-05T19:32:51.252322Z digest=sha256:b56b7cf9e2a43f86b9adac2c5df4ec324695dfceaafab5973462c163cd683946

Pith citing papers

No inbound Pith citation observations are available.