Paper Citation Record · LEDGER

Boosting Multimodal Federated Learning via Chained Modality Optimization

As of 6 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2606.01856.

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

pith.paper-citation-record.v1
2606.01856 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T12:50:41.988694Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

21 of 21 outbound references displayed

verified exact14
verified fuzzy0
unresolved1
parse uncertain0
malformed identifier2
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7c5bdb4a-0d27-42a1-8e51-bcaf40d4373c · outbound

This paper cites Multimodal Federated Learning with Missing Modality via Prototype Mask and Contrast.

Boosting Multimodal Federated Learning via Chained Modality Optimization Multimodal Federated Learning with Missing Modality via Prototype Mask and Contrast

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.114476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0dd280a6-d5bb-4e5b-b324-02c9a844ecda · outbound

This paper cites Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning.

Boosting Multimodal Federated Learning via Chained Modality Optimization Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning

Reference 2

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T01:06:24.111732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 58911b0e-06a6-4dc2-9501-b6a7d47c9b03 · outbound

This paper cites Small-footprint keyword spotting using deep neural networks.

Boosting Multimodal Federated Learning via Chained Modality Optimization Small-footprint keyword spotting using deep neural networks

Reference 3

Resolution: malformed identifier; doi_truncated, observed 2026-06-28T12:52:10.552061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 09cdad3c-bdb9-4230-a3f6-edf52a04925a · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Boosting Multimodal Federated Learning via Chained Modality Optimization BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-07-02T01:06:24.105534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fb270285-2824-4c5b-b58c-0e8a21d8c53b · outbound

This paper cites Overcome Modal Bias in Multi-modal Federated Learning via Balanced Modality Selection.

Boosting Multimodal Federated Learning via Chained Modality Optimization Overcome Modal Bias in Multi-modal Federated Learning via Balanced Modality Selection

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.094027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 461c67e3-133b-411b-9cb0-05af0aca55a9 · outbound

This paper cites Contribution Evaluation of Heterogeneous Participants in Federated Learning via Prototypical Representations.

Boosting Multimodal Federated Learning via Chained Modality Optimization Contribution Evaluation of Heterogeneous Participants in Federated Learning via Prototypical Representations

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.116752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4a451800-e1f6-4183-8c96-9a1ed9401b99 · outbound

This paper cites ReconBoost: Boosting Can Achieve Modality Reconcilement.

Boosting Multimodal Federated Learning via Chained Modality Optimization ReconBoost: Boosting Can Achieve Modality Reconcilement

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.069425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 643cc06f-553f-4558-8bb6-ac5d9ecacc94 · outbound

This paper cites Modality Competition: What Makes Joint Training of Multi-modal Network Fail in Deep Learning? (Provably).

Boosting Multimodal Federated Learning via Chained Modality Optimization Modality Competition: What Makes Joint Training of Multi-modal Network Fail in Deep Learning? (Provably)

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T01:06:24.119228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e814cdc1-bb0b-4955-bf43-635b72ee8b56 · outbound

This paper cites Jiang, Q.-Y ., Chi, Z., and Yang, Y.

Boosting Multimodal Federated Learning via Chained Modality Optimization Jiang, Q.-Y ., Chi, Z., and Yang, Y

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.103768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 00fe2a20-6afb-46e1-a902-7f020ae1b02b · outbound

This paper cites Cross-Modal Prototype based Multimodal Federated Learning under Severely Missing Modality.

Boosting Multimodal Federated Learning via Chained Modality Optimization Cross-Modal Prototype based Multimodal Federated Learning under Severely Missing Modality

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.092214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8d4b5929-d03d-42c2-bee4-a6cd12a1c728 · outbound

This paper cites Federated Learning for Time-Series Healthcare Sensing with Incomplete Modalities.

Boosting Multimodal Federated Learning via Chained Modality Optimization Federated Learning for Time-Series Healthcare Sensing with Incomplete Modalities

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.114277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ac0c8624-b5c4-48a6-8396-6e64a8cf38e6 · outbound

This paper cites Balanced Multimodal Learning via On-the-fly Gradient Modulation.

Boosting Multimodal Federated Learning via Chained Modality Optimization Balanced Multimodal Learning via On-the-fly Gradient Modulation

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.111423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 810bf49a-f9f7-4b86-8ede-3cdb24bcf79f · outbound

This paper cites arXiv preprint arXiv:2506.11024 , year=.

Boosting Multimodal Federated Learning via Chained Modality Optimization arXiv preprint arXiv:2506.11024 , year=

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.103180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1af8dc1b-cf35-4ca3-8554-cd9f17da91e3 · outbound

This paper cites Local SGD Converges Fast and Communicates Little.

Boosting Multimodal Federated Learning via Chained Modality Optimization Local SGD Converges Fast and Communicates Little

Reference 14

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T01:06:24.080528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e43feba9-24d4-449b-887a-9397d361744d · outbound

This paper cites MMPareto: Boosting Multimodal Learning with Innocent Unimodal Assistance.

Boosting Multimodal Federated Learning via Chained Modality Optimization MMPareto: Boosting Multimodal Learning with Innocent Unimodal Assistance

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.078063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 49e1995e-4530-4ac3-82f4-66c8bd7640d9 · outbound

This paper cites Parallel Restarted SGD with Faster Convergence and Less Communication: Demystifying Why Model Averaging Works for Deep Learning.

Boosting Multimodal Federated Learning via Chained Modality Optimization Parallel Restarted SGD with Faster Convergence and Less Communication: Demystifying Why Model Averaging Works for Deep Learning

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T01:06:24.109074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d2942e3f-39e3-4f14-ae70-17e151c9686d · outbound

This paper cites FedMFS: Federated Multimodal Fusion Learning with Selective Modality Communication.

Boosting Multimodal Federated Learning via Chained Modality Optimization FedMFS: Federated Multimodal Fusion Learning with Selective Modality Communication

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.083874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 43d1f0d3-b7a1-4444-a4e6-ca82594280dd · outbound

This paper cites Open-Vocabulary Federated Learning with Multimodal Prototyping.

Boosting Multimodal Federated Learning via Chained Modality Optimization Open-Vocabulary Federated Learning with Multimodal Prototyping

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.101267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e5a8fd1b-5b5e-4f05-8bf4-4aff2b4fc51f · outbound

This paper cites Unimodal Training-Multimodal Prediction: Cross-modal Federated Learning with Hierarchical Aggregation.

Boosting Multimodal Federated Learning via Chained Modality Optimization Unimodal Training-Multimodal Prediction: Cross-modal Federated Learning with Hierarchical Aggregation

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-02T01:06:24.108545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b498468b-ebce-4f91-919a-e8597ac75173 · outbound

This paper cites reference signals.

Boosting Multimodal Federated Learning via Chained Modality Optimization reference signals

Reference 20

Resolution: malformed identifier; arxiv_id, observed 2026-07-02T01:06:24.097321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 44e46ea4-af98-4689-bd00-c3c98123fca0 · outbound

This paper cites round-start ideal.

Boosting Multimodal Federated Learning via Chained Modality Optimization round-start ideal

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T12:50:41.988694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.