Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms | Paper Citation Record

Observation 236b6469-9af3-4f77-9c5b-1d37d4072da8 · outbound

This paper cites Cross-modal retrieval: a systematic review of methods and future directions,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Cross-modal retrieval: a systematic review of methods and future directions,

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This paper cites Deep learning approaches on image captioning: A review,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Deep learning approaches on image captioning: A review,

Reference 2

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This paper cites A comprehensive survey of multi-view video summarization,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms A comprehensive survey of multi-view video summarization,

Reference 3

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This paper cites Learning Language and Multimodal Privacy-Preserving Markers of Mood from Mobile Data.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Learning Language and Multimodal Privacy-Preserving Markers of Mood from Mobile Data

Reference 4

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This paper cites Resvit: residual vision transformers for multimodal medical image synthesis,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Resvit: residual vision transformers for multimodal medical image synthesis,

Reference 5

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This paper cites Multimodal Federated Learning via Contrastive Representation Ensemble.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Multimodal Federated Learning via Contrastive Representation Ensemble

Reference 6

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This paper cites Multimodal Federated Learning in Healthcare: a Review.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Multimodal Federated Learning in Healthcare: a Review

Reference 7

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This paper cites Advances and open problems in federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Advances and open problems in federated learning,

Reference 8

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This paper cites Communication-efficient learning of deep networks from decentralized data,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Communication-efficient learning of deep networks from decentralized data,

Reference 9

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This paper cites Federated optimization in heterogeneous networks,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Federated optimization in heterogeneous networks,

Reference 10

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This paper cites Scaffold: Stochastic controlled averaging for federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Scaffold: Stochastic controlled averaging for federated learning,

Reference 11

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

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms FedBN: Federated Learning on Non-IID Features via Local Batch Normalization

Reference 12

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This paper cites Tackling the objective inconsistency problem in heterogeneous federated optimization,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Tackling the objective inconsistency problem in heterogeneous federated optimization,

Reference 13

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This paper cites Multimodal melanoma detection with federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Multimodal melanoma detection with federated learning,

Reference 14

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This paper cites A unified framework for multi-modal federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms A unified framework for multi-modal federated learning,

Reference 15

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This paper cites Model-agnostic meta-learning for fast adaptation of deep networks,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Model-agnostic meta-learning for fast adaptation of deep networks,

Reference 16

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This paper cites Towards a multimodal human activity dataset for healthcare,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Towards a multimodal human activity dataset for healthcare,

Reference 17

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This paper cites Medical report generation based on multimodal federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Medical report generation based on multimodal federated learning,

Reference 18

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This paper cites Attention is all you need,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Attention is all you need,

Reference 19

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This paper cites Fl-fd: Federated learning-based fall detection with multi- modal data fusion,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fl-fd: Federated learning-based fall detection with multi- modal data fusion,

Reference 20

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This paper cites Fedmultimodal: A benchmark for multimodal federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedmultimodal: A benchmark for multimodal federated learning,

Reference 21

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This paper cites Adaptive Federated Optimization.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Adaptive Federated Optimization

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This paper cites Communication- efficient multimodal federated learning: Joint modality and client selection,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Communication- efficient multimodal federated learning: Joint modality and client selection,

Reference 23

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This paper cites Fedmsplit: Correlation-adaptive federated multi-task learning across multimodal split networks,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedmsplit: Correlation-adaptive federated multi-task learning across multimodal split networks,

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This paper cites On disentanglement of asymmetrical knowledge transfer for modality-task agnostic federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms On disentanglement of asymmetrical knowledge transfer for modality-task agnostic federated learning,

Reference 25

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This paper cites Autofed: Heterogeneity-aware federated multimodal learning for robust autonomous driving,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Autofed: Heterogeneity-aware federated multimodal learning for robust autonomous driving,

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This paper cites Har- mony: Heterogeneous multi-modal federated learning through disentangled model training,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Har- mony: Heterogeneous multi-modal federated learning through disentangled model training,

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This paper cites Cross-modal federated human activity recognition,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Cross-modal federated human activity recognition,

Reference 28

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This paper cites Fedfusion: Manifold-driven federated learning for multi- satellite and multi-modality fusion,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedfusion: Manifold-driven federated learning for multi- satellite and multi-modality fusion,

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This paper cites Cross-modal federated human activity recognition via modality-agnostic and modality-specific representation learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Cross-modal federated human activity recognition via modality-agnostic and modality-specific representation learning,

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This paper cites Federated modality-specific encoders and multimodal anchors for personalized brain tumor segmentation,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Federated modality-specific encoders and multimodal anchors for personalized brain tumor segmentation,

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This paper cites Federated learning for vision-and-language grounding problems,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Federated learning for vision-and-language grounding problems,

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This paper cites Towards optimal multi-modal federated learning on non-iid data with hierarchical gradient blending,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Towards optimal multi-modal federated learning on non-iid data with hierarchical gradient blending,

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This paper cites FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms FedCLIP: Fast Generalization and Personalization for CLIP in Federated Learning

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This paper cites Fedcmr: Federated cross-modal retrieval,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedcmr: Federated cross-modal retrieval,

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This paper cites Multimodal federated learning on iot data,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Multimodal federated learning on iot data,

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This paper cites Pfedprompt: Learning personalized prompt for vision-language models in federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Pfedprompt: Learning personalized prompt for vision-language models in federated learning,

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

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Multimodal Federated Learning with Missing Modality via Prototype Mask and Contrast

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This paper cites Fedusl: A federated annotation method for driving fatigue detection based on multimodal sensing data,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedusl: A federated annotation method for driving fatigue detection based on multimodal sensing data,

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This paper cites Fedsea: Federated learning via selective feature alignment for non-iid multimodal data,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedsea: Federated learning via selective feature alignment for non-iid multimodal data,

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This paper cites Fedmm: Federated multi-modal learning with modality hetero- geneity in computational pathology,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedmm: Federated multi-modal learning with modality hetero- geneity in computational pathology,

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This paper cites Prioritizing Modalities: Flexible Importance Scheduling in Federated Multimodal Learning.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Prioritizing Modalities: Flexible Importance Scheduling in Federated Multimodal Learning

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This paper cites A multi-modal vertical federated learning framework based on homomorphic encryption,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms A multi-modal vertical federated learning framework based on homomorphic encryption,

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This paper cites Toward multimodal vertical federated learning: A traf- fic analysis case study,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Toward multimodal vertical federated learning: A traf- fic analysis case study,

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Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Cross-modal vertical federated learning for mri reconstruction,

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This paper cites Vertical Federated Learning: Concepts, Advances, and Challenges,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Vertical Federated Learning: Concepts, Advances, and Challenges,

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Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Compressed-vfl: Communication-efficient learning with vertically partitioned data,

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This paper cites Flexible vertical federated learning with heterogeneous parties,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Flexible vertical federated learning with heterogeneous parties,

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Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Less-vfl: Communication-efficient feature selection for vertical federated learning,

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This paper cites Fedbcd: A communication- efficient collaborative learning framework for distributed features,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedbcd: A communication- efficient collaborative learning framework for distributed features,

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This paper cites Exploiting Shared Representations for Personalized Federated Learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Exploiting Shared Representations for Personalized Federated Learning,

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This paper cites Overlearning Reveals Sensitive Attributes.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Overlearning Reveals Sensitive Attributes

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This paper cites Exploiting unintended feature leakage in collaborative learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Exploiting unintended feature leakage in collaborative learning,

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This paper cites {ML-Doctor}: Holistic risk assessment of inference attacks against machine learning models,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms {ML-Doctor}: Holistic risk assessment of inference attacks against machine learning models,

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This paper cites Feature inference attack on model predictions in vertical federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Feature inference attack on model predictions in vertical federated learning,

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This paper cites Practical Privacy Attacks on Vertical Federated Learning.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Practical Privacy Attacks on Vertical Federated Learning

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This paper cites Is Vertical Logistic Regression Privacy-Preserving? A Comprehensive Privacy Analysis and Beyond.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Is Vertical Logistic Regression Privacy-Preserving? A Comprehensive Privacy Analysis and Beyond

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Observation 33f53327-0113-4e48-ae59-2759942f0e36 · outbound

This paper cites Model inversion attacks against collaborative inference,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Model inversion attacks against collaborative inference,

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:18.833109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d1b397c-5889-459a-87a7-45f6cc4e1d12 · outbound

This paper cites Comprehensive analysis of privacy leakage in vertical federated learning during prediction,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Comprehensive analysis of privacy leakage in vertical federated learning during prediction,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:31.010284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9a7035ea-cf8e-4d7e-8d67-76104b7fb166 · outbound

This paper cites Cafe: Catastrophic data leakage in vertical federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Cafe: Catastrophic data leakage in vertical federated learning,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.790660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 273a5e21-906a-4e7b-9988-1580b61edfb7 · outbound

This paper cites Defending batch- level label inference and replacement attacks in vertical federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Defending batch- level label inference and replacement attacks in vertical federated learning,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.667347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 069e9d8f-f7b5-4ed9-8aea-1f59fc26ed3a · outbound

This paper cites Exploit: Extracting private labels in split learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Exploit: Extracting private labels in split learning,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.508893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7ba1bd0f-45fa-4472-b2ee-1b5d1bebc5f8 · outbound

This paper cites Residue-based label protection mechanisms in vertical logistic regression,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Residue-based label protection mechanisms in vertical logistic regression,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.358229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b7996f20-3dd1-4b3f-a0f2-e3cf8ca44c09 · outbound

This paper cites See through gradi- ents: Image batch recovery via gradinversion,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms See through gradi- ents: Image batch recovery via gradinversion,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.169685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1f6dcd22-666b-4654-96ce-c946196faa95 · outbound

This paper cites Cgir: Conditional generative instance reconstruction attacks against federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Cgir: Conditional generative instance reconstruction attacks against federated learning,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:30.033558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b24f2d0c-1ef2-4b3a-bac3-fb7828bd7672 · outbound

This paper cites Feature reconstruction attacks and countermeasures of dnn training in vertical federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Feature reconstruction attacks and countermeasures of dnn training in vertical federated learning,

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:29.916964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8e90f2bd-c1ad-491e-a2a4-3b5bf7bec22c · outbound

This paper cites Label inference attacks against vertical federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Label inference attacks against vertical federated learning,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:29.808079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7ef51a40-99f4-4a62-bb51-e2b2d85157fc · outbound

This paper cites Label Leakage and Protection in Two-party Split Learning.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Label Leakage and Protection in Two-party Split Learning

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:19.376977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5ac3495-83f8-43c0-9c23-9f1034be5d3b · outbound

This paper cites Label Leakage and Protection from Forward Embedding in Vertical Federated Learning.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Label Leakage and Protection from Forward Embedding in Vertical Federated Learning

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:19.447169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bbfb40c-049d-4578-98dd-5a35080d4bd7 · outbound

This paper cites Your labels are selling you out: Relation leaks in vertical federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Your labels are selling you out: Relation leaks in vertical federated learning,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:29.703605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bc446b8f-7e5a-43b4-8b78-b620e91ff015 · outbound

This paper cites Federated learning with differential privacy: Algorithms and performance analysis,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Federated learning with differential privacy: Algorithms and performance analysis,

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:19.512591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23102207-f2f0-4172-b9bf-65e4a1499a2e · outbound

This paper cites Ldp-fed: Federated learning with local differential privacy,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Ldp-fed: Federated learning with local differential privacy,

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:19.531085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cce4b7ea-91db-454e-92f7-cfc1d5f1b25d · outbound

This paper cites Safelearn: Secure aggregation for private federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Safelearn: Secure aggregation for private federated learning,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:29.552995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3610b746-e61f-4631-acfb-6d39a2716080 · outbound

This paper cites Lightsecagg: a lightweight and versatile design for secure aggregation in federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Lightsecagg: a lightweight and versatile design for secure aggregation in federated learning,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:29.445331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fe70c98e-4aee-4466-bd24-2c514a388aa4 · outbound

This paper cites {BatchCrypt}: Efficient homomorphic encryption for {Cross-Silo} federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms {BatchCrypt}: Efficient homomorphic encryption for {Cross-Silo} federated learning,

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:29.318385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 98ae874f-30f0-47c4-bb0a-1d62b03180e2 · outbound

This paper cites Homomorphic encryption-based privacy-preserving federated learning in iot-enabled healthcare system,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Homomorphic encryption-based privacy-preserving federated learning in iot-enabled healthcare system,

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:29.199832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f2f32c3-7902-4132-8819-694cb71189d5 · outbound

This paper cites Hybrid federated learning for multimodal iot systems,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Hybrid federated learning for multimodal iot systems,

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:29.047061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fe3afd1b-7e77-4a1d-b5bf-8387feb6b85f · outbound

This paper cites Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:19.730330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 463ffae0-8d4a-4741-8688-57a4af3a6b49 · outbound

This paper cites FedMD: Heterogenous Federated Learning via Model Distillation.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms FedMD: Heterogenous Federated Learning via Model Distillation

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:19.799625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 750a6a78-6ecb-4874-9f4a-fc33311c5eda · outbound

This paper cites Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:19.876667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b2bf9a6-8032-4bc5-9d5a-1d226eb735b6 · outbound

This paper cites Split learning for health: Distributed deep learning without sharing raw patient data.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Split learning for health: Distributed deep learning without sharing raw patient data

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:19.979847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 946e9b94-2b9f-4f8e-b167-0c30f705a9b4 · outbound

This paper cites Joint horizontal and vertical federated learning for multimodal iot,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Joint horizontal and vertical federated learning for multimodal iot,

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:28.926727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8d33d32f-667a-4ca9-9e4d-a982b4b6755b · outbound

This paper cites Sparse Communication for Distributed Gradient Descent.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Sparse Communication for Distributed Gradient Descent

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:20.192336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86e1ca14-5c74-4de5-8403-df7970bd9641 · outbound

This paper cites Qsgd: Communication-efficient sgd via gradient quantization and encoding,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Qsgd: Communication-efficient sgd via gradient quantization and encoding,

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:20.271648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edb1df8f-849b-4743-9227-b8ffc6731a94 · outbound

This paper cites Fedpaq: A communication-efficient federated learning method with periodic averaging and quantiza- tion,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedpaq: A communication-efficient federated learning method with periodic averaging and quantiza- tion,

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:28.794197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 98e77932-9e1b-4efa-b2c9-f9597e70f986 · outbound

This paper cites Asynchronous Federated Optimization.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Asynchronous Federated Optimization

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:20.379636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 524a6a05-eb4b-4a63-bd97-eeb7be2a47d1 · outbound

This paper cites Client-edge-cloud hierarchical federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Client-edge-cloud hierarchical federated learning,

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:28.625722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 82257a6e-9d7a-4e5c-9f15-e815ec4a7d68 · outbound

This paper cites Towards personalized federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Towards personalized federated learning,

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:28.487170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9f5180bf-4896-46f2-a965-d2906d7c2466 · outbound

This paper cites Fedmekt: Distillation-based embedding knowledge transfer for multimodal federated learning,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedmekt: Distillation-based embedding knowledge transfer for multimodal federated learning,

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:28.358856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 24fc81d4-6d23-4cd6-8f2a-5111e038f0d2 · outbound

This paper cites Fedcmd: A federated cross-modal knowledge distillation for drivers’ emotion recognition,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Fedcmd: A federated cross-modal knowledge distillation for drivers’ emotion recognition,

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:28.237138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b264e757-2f87-4f54-8c6e-fdaf3be87d97 · outbound

This paper cites Deep learning model with multi-feature fusion and label association for suicide detection,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Deep learning model with multi-feature fusion and label association for suicide detection,

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:28.117636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4874bbb7-3803-40b5-ba33-dd699a27214a · outbound

This paper cites Embodied intelligence via learning and evolution,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Embodied intelligence via learning and evolution,

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:28.002621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 013dc618-661f-48b8-ac12-dc057cab31f3 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Learning transferable visual models from natural language supervi- sion,

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:27.826482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 82d97ece-cd74-4b43-906d-bb93d9667551 · outbound

This paper cites Knowledge-driven egocentric multimodal activity recognition,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Knowledge-driven egocentric multimodal activity recognition,

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:27.697539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a9348dac-53fa-4e66-b37e-7291224ef8ad · outbound

This paper cites The Kinetics Human Action Video Dataset.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms The Kinetics Human Action Video Dataset

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:20.997061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdf2d629-d099-44e0-b6a7-156322295603 · outbound

This paper cites UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms UCF101: A Dataset of 101 Human Actions Classes From Videos in The Wild

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-07T13:28:21.062757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a90e384-34d6-4d55-bc45-cbfa9a4ca1de · outbound

This paper cites Human fall detection on embedded platform using depth maps and wireless accelerometer,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Human fall detection on embedded platform using depth maps and wireless accelerometer,

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:27.565625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a0e7d3c3-d27e-40f3-90e6-24524f726c40 · outbound

This paper cites Emotion recognition from multiple modalities: Fundamentals and methodologies,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Emotion recognition from multiple modalities: Fundamentals and methodologies,

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:27.494540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0c2c3f15-1eaa-4281-808a-8ae1d8b5d571 · outbound

This paper cites Iemocap: Interactive emotional dyadic motion capture database,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms Iemocap: Interactive emotional dyadic motion capture database,

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:27.373467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4f1e5764-1b62-4966-a32c-eef64adaeaff · outbound

This paper cites M3er: Multiplicative multimodal emotion recognition using facial, textual, and speech cues,.

Multimodal Federated Learning: A Survey through the Lens of Different FL Paradigms M3er: Multiplicative multimodal emotion recognition using facial, textual, and speech cues,

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T13:28:27.203452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Reference resolution

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