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Paper Citation Record · LEDGER

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging

As of 21 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2607.13386.

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

pith.paper-citation-record.v1
2607.13386 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T05:28:45.032058Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

62 of 62 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved62
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f78c08c5-4c3b-4fd7-a993-a42154dbcffc · outbound

This paper cites Federated Learning Based on Dynamic Regularization.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Federated Learning Based on Dynamic Regularization

Reference 1

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Observation 8407d471-8c65-44b3-bf35-85cf0e815f62 · outbound

This paper cites Federated Learning with Personalization Layers.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Federated Learning with Personalization Layers

Reference 2

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source=pdf_text observed=2026-08-02T05:28:37.848112Z digest=sha256:50aeac9ee107f8d200116d873b4e1be7dc0d71ad3c05ebc037aa00371a94aa19

Observation 78f6433d-1a79-4c79-8907-83ba1f3ce358 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 3

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source=pdf_text observed=2026-08-02T05:28:37.969181Z digest=sha256:d74588ca67fa2b3cd94da79c6ad43abc9a2bf6be648a35ea92a1b2a9cd51f9f4

Observation dd1c243f-48b3-4e64-ba10-afbe2fda7b77 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 4

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source=pdf_text observed=2026-08-02T05:28:38.046660Z digest=sha256:a4f4ee9cf3d60c5ab7ebfa8a68110a00a31e165768d5374ce369e813b469c051

Observation 1f6b930a-918e-4b5b-b847-d3ed014a98d3 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 5

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source=pdf_text observed=2026-08-02T05:28:38.217956Z digest=sha256:d7add09b004710c2ba12a52221a1fe837d4f9b6e8295df71f44a551e9d68059e

Observation 1efa0de0-e95a-4ecd-910d-fae6fc1fc2b7 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 6

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source=pdf_text observed=2026-08-02T05:28:38.281601Z digest=sha256:c2a397c7484256c4afc036eafadf20e55afab3648587e6dba047384507f88b9c

Observation e3d321fc-ab74-4f92-afc9-e683574472b4 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 7

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source=pdf_text observed=2026-08-02T05:28:38.424659Z digest=sha256:61e5506dfb6dfe707e01d93874b5b7c6f311fb6eaee19fe8fb248831f13282b5

Observation 3401ec90-5473-4618-922d-796fa4540da0 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 8

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source=pdf_text observed=2026-08-02T05:28:38.588182Z digest=sha256:31c47a48ca40a594772c6a5899d0bdf5382fc407c90211a496bcc260ad52a8c0

Observation 4d0ae61a-e72b-4c6a-b0c0-3c1c768b4260 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 9

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source=pdf_text observed=2026-08-02T05:28:38.712648Z digest=sha256:2dc1a78acdaf59b31720dc66a2dc083f7b9c046bbccabb33794de9c5ac2c8e2c

Observation fd30b56e-288f-44a1-bed9-4281ce7b526f · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 10

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Observation ae0c6ff6-2370-49bb-8c73-235c0ac91114 · outbound

This paper cites Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Prompt Federated Learning for Weather Forecasting: Toward Foundation Models on Meteorological Data

Reference 11

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Observation 477e115b-d5b0-4d70-97f2-b083d4a19795 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 12

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source=pdf_text observed=2026-08-02T05:28:39.150281Z digest=sha256:edacac7f25bdcb1d961e85b3fa10bd81f3c69c6ee2876a9a83709c1db61312c6

Observation ddb03a79-bc9c-41ff-afbd-002618b2e1c0 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 13

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Observation eac305fa-2001-4c9d-a5b6-1a58632adf54 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 14

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Observation 9f4912b7-c6ac-4f87-8e11-73facdc38783 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 15

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Observation 165cc529-3488-4d5e-8672-270d9b26c2e4 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 16

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Observation b36171fc-241c-4938-8e80-5f95d0bee104 · outbound

This paper cites Personalized Federated Learning: A Meta-Learning Approach.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Personalized Federated Learning: A Meta-Learning Approach

Reference 17

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Observation 6e721c97-2541-4c40-96bb-a3eacec16151 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 18

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Observation 5080d8a4-d622-4917-b18d-9a91b0ce6aad · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 19

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Observation 2ab52b0a-d715-41c3-8364-91d3134a4ec3 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 20

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Observation 8ba8671f-2a90-408e-9e00-008d51f0b4df · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 21

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Observation b7541264-e1f1-49fa-a9b1-efbca8a4de12 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 22

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Observation d75242c3-4400-4481-9e02-3d451a475707 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 23

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Observation 8db9cfcd-1004-4ffb-9081-6533cadd88f3 · outbound

This paper cites Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Measuring the Effects of Non-Identical Data Distribution for Federated Visual Classification

Reference 24

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Observation df5986c7-b173-4345-8cbe-68b427b8e9a1 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging LoRA: Low-Rank Adaptation of Large Language Models

Reference 25

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Observation 52719348-a1fa-4401-ae9d-63c1d008652a · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 26

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Observation e613f89d-023f-4431-b124-ca636a7bdc42 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 27

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Observation 7b09b5c4-5d3c-40df-aaae-ec8476f0df8b · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 28

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Observation 58f5a825-3c35-4038-8bd7-c5d604b4d287 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 29

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Observation 411ccade-29d1-4f68-a1a4-0cd9e68c9fea · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 30

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Observation dd126c39-229e-4643-92de-debd24d79681 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 31

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Observation 67a377d2-b163-40b8-9c07-391b54db63ff · outbound

This paper cites FedBN: Federated Learning on Non-IID Features via Local Batch Normalization.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging FedBN: Federated Learning on Non-IID Features via Local Batch Normalization

Reference 32

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Observation 1d880f4d-773f-4b41-b0ae-5956ebca2798 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 33

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source=pdf_text observed=2026-08-02T05:28:41.747496Z digest=sha256:8ef1f4e90ab501ae6d6ecdbec6bd37ad12cce1c35d739ca46965b68872d5da88

Observation f67c291b-5ced-4099-83d3-ac72a8cef8e3 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 34

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Observation 3faa7478-97a9-4924-8250-9b89cd456508 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 35

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Observation 0c3a1c02-d646-4a9d-b1da-99033134821c · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 36

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Observation 9eb3bbe0-e772-4dad-a363-70e97ca39d0a · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 37

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Observation a2ea1141-fee3-4a6f-9bfe-d8a8146999f7 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 38

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Observation dff89175-1c41-4c4b-b451-e4235e8b116b · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 39

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Observation 2eb3969d-8274-4401-ba71-c3b0acfca8d7 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 40

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Observation 303f64d3-e32d-47b4-b6d2-71aecc8fa848 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 41

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Observation b3a1d3af-0f6f-47e7-bb82-83acc67d1536 · outbound

This paper cites Adaptive Federated Optimization.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Adaptive Federated Optimization

Reference 42

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Observation 56cb919c-0a55-424c-9ec4-5bd7d7ddfe91 · outbound

This paper cites Federated Distillation for Medical Image Classification: Towards Trustworthy Computer-Aided Diagnosis.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Federated Distillation for Medical Image Classification: Towards Trustworthy Computer-Aided Diagnosis

Reference 43

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source=pdf_text observed=2026-08-02T05:28:42.742551Z digest=sha256:679554ff78f2b207550e4cf807ffe01b90d8dae65bd30a28a45e215e1fa72a71

Observation 1b3832bf-2623-4840-b6f0-859d920959e9 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 44

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source=pdf_text observed=2026-08-02T05:28:42.799984Z digest=sha256:82d543cf0d29696a22b42ec25faad5e5e15eb7ddc44dc366d1ae60d3da6ea054

Observation ea2699aa-9ec0-4b7e-acc0-8936c7b52831 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 45

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source=pdf_text observed=2026-08-02T05:28:43.002775Z digest=sha256:ae76f593fab8925d31af208cb6cd90cc5b7586cb36b3c4e641a1c0db3a342e80

Observation 5cf33c3e-3f69-4926-bb7e-a4f5dbab0ba1 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-02T05:28:43.123109Z digest=sha256:473611ac7f1d1abc7bec8b334d19e69b0e909fd6ce2c6ada0c06c7b33743a507

Observation 019b7207-e0aa-4877-aa28-0014645fc33c · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-02T05:28:43.245625Z digest=sha256:10fdbe6fa64440e1dcdb0926063fe9f174497dc6a555bab12b847d788b1da459

Observation 7b2c51f0-821c-474f-a569-1ddf2ba8b8d8 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 48

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source=pdf_text observed=2026-08-02T05:28:43.547275Z digest=sha256:07ff28691f01716e24a8173272f111fa9bed08c743446892ddfa6348c32495d7

Observation dcb069d4-731c-4653-84bd-0074e9f71581 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-02T05:28:43.663008Z digest=sha256:d9430e4c2497a5f53ec7533447fa45714fbd6d0a221a09640d60256c361b1096

Observation b79a4437-f9b9-47b5-8586-7982d4b8b877 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 50

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source=pdf_text observed=2026-08-02T05:28:43.818122Z digest=sha256:e78d17d0763a3e7da691ded112bfd2c8b2d8a1cab0ecabe61b4f9b80ae03008b

Observation e997a879-e0bd-43bf-9de4-fcef9876f9e6 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 51

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source=pdf_text observed=2026-08-02T05:28:43.943359Z digest=sha256:1f2373f3299644f115f32e1691f1b74245661170e47541ec9cf80b1c06067aae

Observation a291cf8a-2622-44d0-9331-22676b11d6ab · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 52

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source=pdf_text observed=2026-08-02T05:28:44.065200Z digest=sha256:1f00b521d69e873395024dfdca8d95571993397ccf47f5f9b110103713efbe6f

Observation 6506171b-212b-4f81-8a03-3ab4db7f6d7b · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 53

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source=pdf_text observed=2026-08-02T05:28:44.194517Z digest=sha256:9cc7a6dcc783dba790720ddfcb83a9029c8a58d8d77abdfeb99ebced6e31cb14

Observation 689c8429-4119-43ae-b680-5f9496e6c82a · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 54

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source=pdf_text observed=2026-08-02T05:28:44.306589Z digest=sha256:971b1091ecf70d5f118ac5f983677cee9b54eb9be811df708302b85532d02001

Observation b7ba49fd-838f-4e4e-bf51-aa16472cf0b2 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 55

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source=pdf_text observed=2026-08-02T05:28:44.419026Z digest=sha256:7058a9cccb85eff8dc601e96eb4a59e8da0d140881a8ded0bbaad8d9645c2c5a

Observation ed3c2364-34bc-4885-aff2-6a586c9c12cc · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 56

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source=pdf_text observed=2026-08-02T05:28:44.464743Z digest=sha256:a9c03eb71fe2cd127f794bc0fa24a6348f1e22130b0e386f01d77a2399df70f4

Observation bb3a2981-7c89-4b1c-a649-812788764989 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-02T05:28:44.618568Z digest=sha256:7fe0527cbcdbffb76f6f9e3d3f9ef76d2996bdc87d5fb36e6b8a0cb2593b7207

Observation 706ac054-1c6a-48ee-9293-321f26727719 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 58

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source=pdf_text observed=2026-08-02T05:28:44.964745Z digest=sha256:4a80e1d555a8ae5d66ab99c4e773083a233fba6a196beb29ee88213d4ba86684

Observation 5bbeda74-911f-4c9e-9083-edffce5f87dc · outbound

This paper cites When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions

Reference 59

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source=pdf_text observed=2026-08-02T05:28:45.032058Z digest=sha256:30c6d2b295d2cc83c5a446d15dca01f1ae1ad047e28f08ce273a817854ae6173

Observation e9c4de34-e58d-4dfb-b620-7a6ba881bb53 · outbound

This paper cites Personalized Federated Learning with First Order Model Optimization.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Personalized Federated Learning with First Order Model Optimization

Reference 2020

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source=pdf_text observed=2026-08-02T05:28:44.746795Z digest=sha256:182b10c53a4018cf3ae624791af8fc0fcc4b353a22dd2302118ca2bd611d60b0

Observation 55d59dac-be5a-4803-8604-e3e22dd81191 · outbound

This paper cites InProceedings of the IEEE/CVF International Conference on Computer Vision.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging InProceedings of the IEEE/CVF International Conference on Computer Vision

Reference 2023

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no resolver link, observed 2026-08-02T05:28:41.124972Z

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source=pdf_text observed=2026-08-02T05:28:41.124972Z digest=sha256:9c17a21e42ace4e0963dfaae7156b3e6e1fabd1795250fa7934edfa1c3b467cf

Observation 19bdb34b-e2a8-4856-b8fd-353da82b0ae1 · outbound

This paper cites an unresolved cited work.

FM$^2$: Unified Federated Foundation Models for Heterogeneous Multimodal Medical Imaging Unresolved cited work

Reference 2024

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source=pdf_text observed=2026-08-02T05:28:43.380942Z digest=sha256:299f2b2636f8ff3ae35304da559ca96cfda0f165ac97aca2b5f57452a2bf4330

Pith citing papers

No inbound Pith citation observations are available.