Paper Citation Record · LEDGER

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning

As of 20 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2504.12025.

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

pith.paper-citation-record.v1
2504.12025 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:40:27.604753Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

28 of 28 outbound references displayed

verified exact1
verified fuzzy16
unresolved11
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d260808-6400-4bd8-944b-fc3eade71727 · outbound

This paper cites Federated Learning: Strategies for Improving Communication Efficiency.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Federated Learning: Strategies for Improving Communication Efficiency

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.454621Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f6ad628-e165-4824-b6fd-98fea6635e4e · outbound

This paper cites CLLMate: A Multimodal Benchmark for Weather and Climate Events Forecasting.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning CLLMate: A Multimodal Benchmark for Weather and Climate Events Forecasting

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.461394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3824ddb-cfe0-4033-b242-b0abdba7bd42 · outbound

This paper cites In : Proceedings of the 25th ACM interna- tional conference on Multimedia, pp.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In : Proceedings of the 25th ACM interna- tional conference on Multimedia, pp

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:28.055632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7d824d55-c196-4fd1-9935-201fc3883fd3 · outbound

This paper cites In: Machine learning for healthcare conference, pp.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: Machine learning for healthcare conference, pp

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:28.036068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7d61387b-c1c6-416b-ac3c-2c0e24f22d6d · outbound

This paper cites Federated Learning with Personalization Layers.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Federated Learning with Personalization Layers

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.479796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80c633af-920e-4838-b227-473ef943dd3f · outbound

This paper cites In: Proceed- ings of the 41st International Conference on Machine Learning, pp.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: Proceed- ings of the 41st International Conference on Machine Learning, pp

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:28.018497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5136d4a6-3f5e-45ef-b877-7441d0a3fd72 · outbound

This paper cites In: Huang, DS., Zhang, X., Guo, J.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: Huang, DS., Zhang, X., Guo, J

Reference 7

Resolution: verified exact; doi, observed 2026-08-16T12:40:27.668600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 314afe99-afb3-4797-bce0-4e70b51e91c4 · outbound

This paper cites an unresolved cited work.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:28.003318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d049a7e2-3c79-43a5-a889-0327e41e7a8c · outbound

This paper cites : (FL)2: Overcoming Few Labels in Federated Semi - Supervised Learning.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning : (FL)2: Overcoming Few Labels in Federated Semi - Supervised Learning

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.987356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 50b21310-773e-440e-b125-0913c442a04e · outbound

This paper cites In: 2022 IEEE/ACM Seventh International Conference on Internet-of-Things Design and Implemen- tation (IoTDI), pp.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: 2022 IEEE/ACM Seventh International Conference on Internet-of-Things Design and Implemen- tation (IoTDI), pp

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.971369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e9ef1a7a-0e62-4cb2-a72d-9eba0169bc04 · outbound

This paper cites In: Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Infor- mation Retrieval, pp.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Infor- mation Retrieval, pp

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.956897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fef4c01d-c412-46b2-9759-9287049dbdec · outbound

This paper cites Q., Nguyen, M.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Q., Nguyen, M

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.941270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f7a0cb41-edb2-47aa-bcee-c7b3c2b75b55 · outbound

This paper cites W., Hallacy, C., Ramesh, A., Goh, G., Agarwal, S., Sutskever, I.: Learning transferable visual models from natural language supervision.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning W., Hallacy, C., Ramesh, A., Goh, G., Agarwal, S., Sutskever, I.: Learning transferable visual models from natural language supervision

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.925930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bc52801b-b143-4206-88d6-59b4f76ceb73 · outbound

This paper cites In: Vedaldi, A., Bischof, H., Brox, T., Frahm, JM.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: Vedaldi, A., Bischof, H., Brox, T., Frahm, JM

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.528453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0e48ed2-cf0b-4957-96bf-dc119f5e5117 · outbound

This paper cites an unresolved cited work.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:27.910254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4202d71e-a463-495a-b0be-0d04f2d2d988 · outbound

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

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Personalized Federated Learning with First Order Model Optimization

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.538503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c6fee90-dabb-4b5f-9bd6-844d14acff50 · outbound

This paper cites Fedala: Adaptive local aggregation for personalized federated learning.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Fedala: Adaptive local aggregation for personalized federated learning

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.896372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8cf5a70b-f189-48a7-8e2f-4e73594ac09f · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition, pp.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition, pp

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.882827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1e88f152-96ac-4b17-b501-d9f6ec10ec9b · outbound

This paper cites SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning SalUn: Empowering Machine Unlearning via Gradient-based Weight Saliency in Both Image Classification and Generation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.555399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd7752c8-f3cc-433a-9713-5e3ac0c361ac · outbound

This paper cites In: Jain, S., Simon, H.U., Tomita, E.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: Jain, S., Simon, H.U., Tomita, E

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T12:40:27.560563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94fd84ea-c84c-481b-a75c-3bf91e22ed96 · outbound

This paper cites an unresolved cited work.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:27.867960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 74c1ee76-262c-467f-b286-5033b4aae5c3 · outbound

This paper cites Remote Sensing, 12(3), 464 (2020).

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Remote Sensing, 12(3), 464 (2020)

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.853813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8bce45a1-ec8c-4050-b6b8-cc249c04b0e5 · outbound

This paper cites : UTD-MHAD: A multimodal dataset for human action recognition utilizing a depth camera and a wearable inertial sensor.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning : UTD-MHAD: A multimodal dataset for human action recognition utilizing a depth camera and a wearable inertial sensor

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.839928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a363eef9-3b54-42f7-b840-640fabb4f0ee · outbound

This paper cites K., Zaheer, M., et al.: Federated optimization in heterogeneous networks.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning K., Zaheer, M., et al.: Federated optimization in heterogeneous networks

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.821376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 60268a8c-75ac-42d0-aec8-335afa7b3b83 · outbound

This paper cites In: International conference on machine learning, pp.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: International conference on machine learning, pp

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.807425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f0c796ff-9ab9-485e-9a25-e54cc6571b28 · outbound

This paper cites an unresolved cited work.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:40:27.790128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8bda8d24-e86c-43f4-a2ff-e19eccb10eb6 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition, pp.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition, pp

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.773851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c45c8f5b-8d71-4607-a326-8382353ae9e3 · outbound

This paper cites In: Proceed- ings of the AAAI conference on artificial intelligence.

FedEPA: Enhancing Personalization and Modality Alignment in Multimodal Federated Learning In: Proceed- ings of the AAAI conference on artificial intelligence

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T12:40:27.759761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

No inbound Pith citation observations are available.