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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation

As of 9 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 0 inbound Pith citation observations for arXiv:2510.07328.

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2510.07328 v2

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measured 51 of 51 reference resolution

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Outbound references

Observation 9482e92f-16d3-4872-8b6d-09cfe87cf8f4 · outbound

This paper cites Advancing clinical practice: The potential of multimodal technology in modern medicine,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Advancing clinical practice: The potential of multimodal technology in modern medicine,

Reference 1

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Observation 13e98096-ef81-4794-965f-859f857be775 · outbound

This paper cites Multimodal machine learning in precision health: A scoping review,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Multimodal machine learning in precision health: A scoping review,

Reference 2

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Observation 89c148aa-9d31-4855-84c8-239cea9c1fa9 · outbound

This paper cites Detection and prognostic significance of optic disc hemorrhages during the ocular hypertension treatment study,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Detection and prognostic significance of optic disc hemorrhages during the ocular hypertension treatment study,

Reference 3

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Observation f017150e-4eca-489b-8979-039215c9d4fd · outbound

This paper cites Detection of glaucoma and its association with diabetic retinopathy in a diabetic retinopathy screening program,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Detection of glaucoma and its association with diabetic retinopathy in a diabetic retinopathy screening program,

Reference 4

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Observation 80cfafae-9b12-4198-b0ff-70b041bc6c09 · outbound

This paper cites A survey of multimodal learning: Methods, applications, and future,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation A survey of multimodal learning: Methods, applications, and future,

Reference 5

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Observation c66b6ff6-a2d0-497f-82c6-1a3a8aceacc6 · outbound

This paper cites Multimodal biomedical ai,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Multimodal biomedical ai,

Reference 6

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Observation bcd9f85d-87e7-49fa-9b4e-87ae3cbb0f96 · outbound

This paper cites Learning transferable visual models from natural language supervision,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Learning transferable visual models from natural language supervision,

Reference 7

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Observation 46a6c6e0-aa8e-4b7b-acc1-b70e476d5dbb · outbound

This paper cites Alignmamba: Enhancing multimodal mamba with local and global cross-modal align- ment,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Alignmamba: Enhancing multimodal mamba with local and global cross-modal align- ment,

Reference 8

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This paper cites Deep multimodal data fusion,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Deep multimodal data fusion,

Reference 9

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Observation 281dbab5-0287-454e-8a2a-df0c4316a0b4 · outbound

This paper cites Multimodal alignment and fusion: A survey,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Multimodal alignment and fusion: A survey,

Reference 10

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This paper cites On-the-fly modulation for balanced multimodal learning,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation On-the-fly modulation for balanced multimodal learning,

Reference 11

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Observation d53cd737-135e-44b2-a397-22db3f7256ba · outbound

This paper cites Classifier-guided gradient modulation for enhanced multimodal learning,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Classifier-guided gradient modulation for enhanced multimodal learning,

Reference 12

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Observation 2d176201-b73f-499b-bd14-1d9b6f5078cd · outbound

This paper cites Fairclip: Harnessing fairness in vision-language learning,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Fairclip: Harnessing fairness in vision-language learning,

Reference 13

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This paper cites Fairmedfm: fairness benchmarking for medical imaging foundation models,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Fairmedfm: fairness benchmarking for medical imaging foundation models,

Reference 14

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Observation b48a2fb6-33d7-4e96-babc-3cd90e9925ef · outbound

This paper cites Explainable deep learning methods in medical image classification: A survey,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Explainable deep learning methods in medical image classification: A survey,

Reference 15

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Observation 9ea31644-367e-44af-841d-974038184b31 · outbound

This paper cites Diagnosing and re-learning for balanced multimodal learning,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Diagnosing and re-learning for balanced multimodal learning,

Reference 16

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Observation 3c9864a6-1bbc-4b38-8fd2-fa9d3819862b · outbound

This paper cites On the Benefits of Early Fusion in Multimodal Representation Learning.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation On the Benefits of Early Fusion in Multimodal Representation Learning

Reference 17

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This paper cites Mmtm: Multimodal transfer module for cnn fusion,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Mmtm: Multimodal transfer module for cnn fusion,

Reference 18

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This paper cites Multimodal transformer for unaligned multimodal language sequences,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Multimodal transformer for unaligned multimodal language sequences,

Reference 19

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Observation 7a01c29a-716c-47ec-8e1b-b750a630bdab · outbound

This paper cites Scaling up visual and vision-language representation learning with noisy text supervision,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Scaling up visual and vision-language representation learning with noisy text supervision,

Reference 20

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Observation 5cd62682-c9fe-4a2a-9076-3d952bd1049f · outbound

This paper cites Vilbert: Pretraining task-agnostic visiolinguistic representations for vision-and-language tasks,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Vilbert: Pretraining task-agnostic visiolinguistic representations for vision-and-language tasks,

Reference 21

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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Uniter: Universal image-text representation learning,

Reference 22

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This paper cites VisualBERT: A Simple and Performant Baseline for Vision and Language.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation VisualBERT: A Simple and Performant Baseline for Vision and Language

Reference 23

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This paper cites Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Blip-2: Bootstrapping language- image pre-training with frozen image encoders and large language models,

Reference 24

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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Flamingo: a visual language model for few-shot learning,

Reference 25

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This paper cites VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering

Reference 26

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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Crossvit: Cross-attention multi- scale vision transformer for image classification,

Reference 27

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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Multivit: Multimodal vi- sion transformer for schizophrenia prediction using structural mri and functional network connectivity data,

Reference 28

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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation What makes training multi- modal classification networks hard?

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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Balanced multimodal learning via on-the-fly gradient modulation,

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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Boosting multi-modal model performance with adaptive gradient modulation,

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This paper cites Mind the gap: Alleviating local imbalance for unsupervised cross-modality medical image segmentation,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Mind the gap: Alleviating local imbalance for unsupervised cross-modality medical image segmentation,

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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Class balancing diversity multi- modal ensemble for alzheimer’s disease diagnosis and early detection,

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This paper cites FairVision: Equitable Deep Learning for Eye Disease Screening via Fair Identity Scaling.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation FairVision: Equitable Deep Learning for Eye Disease Screening via Fair Identity Scaling

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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Fairness-aware multimodal learning in automatic video interview assessment,

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MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Fairrefuse: Referee-guided fusion for multimodal causal fairness in depression detection,

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Observation f17a25e8-a275-4297-a748-ac3219f2fb12 · outbound

This paper cites FMBench: Benchmarking Fairness in Multimodal Large Language Models on Medical Tasks.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation FMBench: Benchmarking Fairness in Multimodal Large Language Models on Medical Tasks

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Observation 8ab6c78c-1917-4c7f-ae23-9bc4f9c5549d · outbound

This paper cites FairEHR-CLP: Towards Fairness-Aware Clinical Predictions with Contrastive Learning in Multimodal Electronic Health Records.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation FairEHR-CLP: Towards Fairness-Aware Clinical Predictions with Contrastive Learning in Multimodal Electronic Health Records

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Observation 2a91a15f-7cd3-4437-b709-ff6c03be2cf7 · outbound

This paper cites Large-scale robust deep auc maximization: A new surrogate loss and empirical studies on medical image classification,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Large-scale robust deep auc maximization: A new surrogate loss and empirical studies on medical image classification,

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Observation 4de3ea32-cdf7-4f81-83c0-60eb2d49a8a1 · outbound

This paper cites Acceleration of stochastic approxima- tion by averaging,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Acceleration of stochastic approxima- tion by averaging,

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Observation e112f32a-333d-413f-81ef-ecbc1f191410 · outbound

This paper cites Nesterovet al.,Lectures on convex optimization.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Nesterovet al.,Lectures on convex optimization

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Observation cc055f1e-8e21-4886-992a-61f8e6997067 · outbound

This paper cites Goodfellow, Y.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Goodfellow, Y

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Observation 4efd03a5-0212-4854-8ae0-b223c7b96e10 · outbound

This paper cites Efficientnet: Rethinking model scaling for convolutional neural networks,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Efficientnet: Rethinking model scaling for convolutional neural networks,

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Observation eba67bf2-35ce-461b-b79e-0f57797ec440 · outbound

This paper cites Deep residual learning for image recognition,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Deep residual learning for image recognition,

Reference 44

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Observation 29545b53-5e3c-41df-b575-c03f1bd9878e · outbound

This paper cites Very Deep Convolutional Networks for Large-Scale Image Recognition.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Very Deep Convolutional Networks for Large-Scale Image Recognition

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Observation c74ed017-5460-4d1d-a374-a3991a9dc61c · outbound

This paper cites An image is worth 16x16 words: Trans- formers for image recognition at scale,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation An image is worth 16x16 words: Trans- formers for image recognition at scale,

Reference 46

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Observation e4879002-85eb-47f8-8063-0893f568fe19 · outbound

This paper cites Bert: Pre-training of deep bidirectional transformers for language understanding,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Bert: Pre-training of deep bidirectional transformers for language understanding,

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Observation 8658cca5-e225-49ac-a381-3d98a1f116da · outbound

This paper cites On-the-fly modulation for balanced multimodal learning,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation On-the-fly modulation for balanced multimodal learning,

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Observation ab639fbf-466d-43da-b383-6dee5d7d2767 · outbound

This paper cites Harvard glaucoma fairness: A retinal nerve disease dataset for fairness learning and fair identity normalization,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Harvard glaucoma fairness: A retinal nerve disease dataset for fairness learning and fair identity normalization,

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Observation 913df577-efab-439f-adf7-d2326d22f5af · outbound

This paper cites A reductions approach to fair classification,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation A reductions approach to fair classification,

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Observation a61c754f-4417-4b5f-b22e-3811e0f4ca22 · outbound

This paper cites Fair regression: Quantitative definitions and reduction-based algorithms,.

MultiFair: Multimodal Balanced Fairness-Aware Medical Classification with Dual-Level Gradient Modulation Fair regression: Quantitative definitions and reduction-based algorithms,

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