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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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.401665Z digest=sha256:a20bed0e6511bdb5b7a97a815486414dd76480f8d9676bc7664876f78d591e31

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.568765Z digest=sha256:e70481e84f0149cd99297de9078d137e0c5ea5179004c7ff1add35d6bb200d62

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.733317Z digest=sha256:72211b463498b28808f7a7c03691639b4d44046381c5bf26ac3849f702ce9089

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:45.884787Z digest=sha256:f73830b7f8395c39219bfe4c42143bd4792eb4e989278e28d91760f98cd403d2

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.064819Z digest=sha256:4e49a91c6b7c56fc94c450080f0840bc78a16a34d8e7a82824aebde39ec9e7c0

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.210636Z digest=sha256:4d2ea0257e59cc132eb460c4982137de23fc4ae483b4f3e1e7c8ee612960ac14

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.447071Z digest=sha256:f032c5c96e3182e1b48e6ad581065fb03574d1663c61057702cd19a67b8b430a

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.574749Z digest=sha256:9b0d271e0f207199740072abf659d8d352087d659c942a5936f20f9a2d005ef0

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.667482Z digest=sha256:d5556d9b6dc1e82bdee2f1a130f3c0aaf6feae6d354dc2faa37ee2709360b7f1

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.735198Z digest=sha256:34d894e342b34a18a2da927bf5eb6dfac9b672d03a742c0c7f4823b9c2fa98f7

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.854742Z digest=sha256:5370daae5849381f588d2d1e622ac49c0d46e8544157f4a58e9c2756dd894a48

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:46.941574Z digest=sha256:3bca15ba8d3d5c1da472887b63a50169b4f317345633eb0788bedee35bfc233b

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.063957Z digest=sha256:ee0844424e2cbfcd959cad6dd7849e2bb8c3f6aa06a4b7aa452f2e9afffd61cc

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.193227Z digest=sha256:9bc16966083a26d10c79a0d971f820267fafbbda9f188c48a64980778cf67645

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.284255Z digest=sha256:569a1cffe9976b0043e3f78467678c5638c0e141a417b41b1c0b81cf9f54e33e

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.379655Z digest=sha256:34405666a94df90269da3b831611af88592cb106a9290edb794567f2f749330f

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.475856Z digest=sha256:31ec645ba1714814e400169626c72416d2080f98188d68b0449d6010a1ad35fe

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.604741Z digest=sha256:cfbd697161cd9bf4291465cb2e9b2aaf135e6c0ba56a3e3dcd9a1c4059dec276

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.751007Z digest=sha256:f12b5568657338244b3a43f24db48e351683728ce522776bc24745db63aba64f

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.842518Z digest=sha256:10d4f0844bbc341efbfbfee294da3258ba00ed86ec70e102eeff8fc7e3c52e8f

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:47.944746Z digest=sha256:250669ecf72325b8b95646c92bd6892260898fb2ade86ff8de918b5eabc6ac55

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.075686Z digest=sha256:156bb9cee31a3e83342d43240cf36f4d9e0834e4f846c6b43d7b8f1180beb289

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.144596Z digest=sha256:72c53e820494c06e898ebaa24dc92c43467caa62a6542a675f030046b645a8f5

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.257616Z digest=sha256:78c31ea22a74d28abd9a90836fe0d2e524b20ab4f94883e4b75e49415322f5ef

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.347799Z digest=sha256:f0234484c7a1de538a3172a5788d797421de658cd238149aff0515eddd0fca98

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.453821Z digest=sha256:9def0420d042a14f5e223dbef8d0520c9b12fbb226742cb38224e01fc259005f

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.555573Z digest=sha256:9beda48cc4c95f184266afe2cc334d35e324d3b604cecd7b229a1b1a3adaf1bf

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.694752Z digest=sha256:f02e4717636180467f19fd94c3f89d8bf49195781d70c2a0570952f967e0e3e0

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.812420Z digest=sha256:ec582964aa78217dc9ba26d730f90002c7e72ba6aeba4d776d18e4815cf8daae

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.900780Z digest=sha256:1ba9368ec8a1804e4a19089baac43463914b2e4193ea598f4ebb80e817dd06e0

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:48.979400Z digest=sha256:aa6633e32157169470d2f0b4cccf9789d272f705e8cc62363fcbf7cae3d62d5d

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.074901Z digest=sha256:fd90e94cc3be0dd686a9c02adad2200c79ab50272cff30afd7417c8f8bdb0142

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.154289Z digest=sha256:8d3d684d5617ac49ff7c9c2c9e5a37947c19e37a45ee96207813eb0f764b088b

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.276312Z digest=sha256:a0fd64a0ae49c179fa6b39ace4e5572a21ea17e58b9c0059dfeb7874b98ecc73

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.388249Z digest=sha256:f8c49cc3a4ccfef88543d6e1e02b1778841c5deb6ae7b232e7eb427acd5f47a4

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.524619Z digest=sha256:846d103932b4390448bb1393b4bef11b41079ba174894908ffb892b91ebbfae3

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:49.874193Z digest=sha256:dffeee10a0bc2999c1b69d9fbd124c701d5ea21751b8b7a469edeedd549bcba0

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.184824Z digest=sha256:a07949f96a8c3a84b323341a0bb114c87f06f2851a3549b6c627f0871a8d3470

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.279889Z digest=sha256:a5b079ca4cb4cfef705f1c1360481b835f43db0cfc0eb9e7f7da425c2e44731b

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.334647Z digest=sha256:106d47ec8d3c375a78e7e74f06e5a63dff08166338a89ef35a5699b95188acf1

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.563813Z digest=sha256:ceb1361ea8967d46add70f10d19bd6406eae402339cd79e8bc4eda9bb5d33ab2

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:50.881264Z digest=sha256:353de354f7b783e9927c85242b1f60243a883faee7124f32916976baf6418d82

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:51.007482Z digest=sha256:fe24231be0da33eb1397f47cd241af35014824507998ceceebb6c1f7e4254f1c

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:51.127115Z digest=sha256:d4c274049f3a5c1b361ea7ebf24e1c9f24bd3909ee0eb0cd39fda6c2a1c19aa6

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 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-05T19:32:51.252322Z digest=sha256:137fd774a4ce3c7a67d94abbf8304943d305a2f236f49c6eeea35c4a733f69ee

Pith citing papers

No inbound Pith citation observations are available.