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Paper Citation Record · LEDGER

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

As of 9 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 2026-08-09T06:31:02.800959+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=sha256:631e39e06dbcc10a64fb3ec3c60a8ec3e8c5f4b617569b10591c01621ad86fad

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=sha256:07023c5c7f17581399ed3c0893023126361ebba013ed02e87ef7292ea10bcb78

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:a0ad68c610169b7b236cb4b90577a3a26556e063c7507391aa82fa401be109cb

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.401665Z digest=sha256:70a11d012954daa8922056683f474a4695a9441da430b3dc00a8a105684242ec

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.568765Z digest=sha256:0c8ef5483c361bbe681a5ca6515764e07fef9036fbf9c2164670b335570bf1cc

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.733317Z digest=sha256:85cb685518109f3a8b7c618119a130f9b15936c4b181ec8416b1840517cf7ab3

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.884787Z digest=sha256:153c16119861610652aa41bad8ab88e1b0566f043ff89b403c286e4c1552c832

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.064819Z digest=sha256:78e94c1f8b680c8a7e33a1af795656fbbd0496481412aa80b6833e152fe7a56a

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.210636Z digest=sha256:27dd41e0d1781806ea5c248d599640e81485ddceccc6bf39ba614ad7dd659257

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=sha256:24529201f2622635e2f6afaab68e539b347f7d67b1d156156ff9026f804482d4

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.447071Z digest=sha256:9453366f2d61947e58377ea46522f367c24f3c8816accb91cfc7877ade090fae

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.574749Z digest=sha256:b1062814b0c567217e83ddebdf9d2634ecbf4d67b915f25c27e000efe570868b

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.667482Z digest=sha256:ada83d95934c8104532e9e89d7b3b9e7c7cba53ee4734cbcd4d13d83d1a805a0

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.735198Z digest=sha256:eedc4f3fbf79ececfa9bb324b4ea1c05c0de8a00eee878746b80d1cbb21f364d

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.854742Z digest=sha256:8a10100c8e254da0b9e23f4d0781bc9fc5db1e7aa5f57f4fd4b9c7abf20ffc1a

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.941574Z digest=sha256:aabaff225f3bd1b17f635a70e400c00abaa34812f511bee109b64d1d594b3050

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.063957Z digest=sha256:badfa17e56e9d365f04141917da6409cb1d430787f7a7b6375b4613a7e10b312

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.193227Z digest=sha256:2205975ab8201401d7a04370d576415c2e3cd605f589df451477b8aa1f5835e9

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.284255Z digest=sha256:1bfa03d2d8939bb27cdb6c77ab230a6dd1104fdce23af59384a375361659b369

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.379655Z digest=sha256:b6282532710d57c2df03c495e16f7b175829d4a4e9c9cc5540027783fd100cb7

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.475856Z digest=sha256:17f90c2987fbe29368771c26451022c0954c2636fb553390ce4d09e2924701eb

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.604741Z digest=sha256:767289fd617b8927a13b6e2222b473a1e7feb82d4d1b3aa4028d60ac473336bd

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.751007Z digest=sha256:eccfc3830b6ff3db03f510245ee094367a1888dfd689f652ff7a593f7d7675d7

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.842518Z digest=sha256:e0bfc821d2ae8c8f3c08ce641445aceed036b668a476fe18b8b3d319ee575b3b

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.944746Z digest=sha256:77071cffe0b825934e5718f77d4933fcfd6115e62dc0768a6d755c0b1590ab70

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.075686Z digest=sha256:d538dfeed3b5b2553951366fe83287f11f097f82b95c93452218e6d9839f5a7c

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.144596Z digest=sha256:08bc2be45a0fb119edb013fc2606a746e6f9af6c23b68ad654c2bae8664cfe96

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.257616Z digest=sha256:7aa48cc265e3b63a7ebad6595aae2958d90c3f358f9732f76a824b606a16f6c6

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.347799Z digest=sha256:6d473e3f7be67999cc705ec69cc8f58e2a52c46eb7d83e107cb207de23ce9daa

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.453821Z digest=sha256:ff8805e5d762898371a94383db2b0deb9a3b084951e67d899ea575ecebbc4532

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.555573Z digest=sha256:98589314405d3a16faf3e943db365baf494eee711866a439964697f0a2a2ebbd

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.694752Z digest=sha256:1204ea6861b3782fe37b247e55d8fa4312b4d58a36bbcf7728baee4b1915fcae

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.812420Z digest=sha256:9fc6b23319dbb93b73c333a0bb74dcf632d99b5217a71d72f8edaddaf36738d4

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.900780Z digest=sha256:20a81c5ce48ad5c0d5df7d252ad970f725870cf31bf458b27849afeb59af0344

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.979400Z digest=sha256:8d75f165e818b2483e5c4e657784437c9b923889f437a207d1ff64e5c85097e6

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.074901Z digest=sha256:434b724184f686d772e1e7fa052248c53136b1b42330d1ef5fa82e99079232ce

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.154289Z digest=sha256:c957f46c2141536e8d09bdc6732bb2cab19729a9e039fe36a30e436cbd30c201

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.276312Z digest=sha256:faba167605509dfc3818b91ff7e2e7661f455730955f0496c43019169c3d4b68

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.388249Z digest=sha256:c4f94483b4331d1e9b3bf93a1484883c44c1f541c61eae18e78584b332469302

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.524619Z digest=sha256:a17b168cf50c841447cc584f782e4628864a1a3923fa51e7670c9efb4ade6af8

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=sha256:02586dae5f5d757465de13fc31b0ad56bdd8d1b676e041117764a8053dcbcd00

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.874193Z digest=sha256:e8d00b7889d1837da14c24055404fefad87722d0925d37158bbc34b79260400f

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:c7a3cb2acb2e9ae334fbb011f91d552ec41eda43fc67648d7a99b670c7a4c7bb

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.184824Z digest=sha256:06954f90c08ddb3de7a665b0485c57497eb0827bb47ad0de32ecda807924b2ae

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.279889Z digest=sha256:278e3978d502a7c5fbedb63ba08e75a4c8a0ae7c22a11a7f61bdbd9c8ebd8068

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.334647Z digest=sha256:3eed248abfe5035f0204907419652f1e2be217aff1044bd06fdb2c3d698bdf2e

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.563813Z digest=sha256:dfef39e4632f11c72834a72daeacbf742de28b850a807260b41df340bf06af7a

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:f1ab2178a9031ee218f2aff6ebda876469eb21a68455c62bf56f9fad353cdd3a

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.881264Z digest=sha256:a03f8d01f152cc3c8206d8b840194aaabb8a34fba4270119f4c92a7e05baf03b

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:51.007482Z digest=sha256:a89e2a45d2cdb3f6bdbf0afc0ea275201ab26b20c3f6b7aa4886a8d03dc7dab7

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:51.127115Z digest=sha256:ca3ba2b9739b5a2760937879289fc1a10d90c5700292a1eb10f3fc0477b7f8f4

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:32:51.252322Z digest=sha256:590a6325f714201d88931f5466eb97062f002fc4eed44a469c8b3f8e7ffba3b2

Pith citing papers

No inbound Pith citation observations are available.