MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion | Paper Citation Record

Observation 44944e67-335e-46fd-885c-f6a166bb9034 · outbound

This paper cites doi: 10.1038/s41598-026-39035-z.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion doi: 10.1038/s41598-026-39035-z

Reference 1

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This paper cites Nat Med28, 1773–1784 (2022) https://doi.org/10.1038/s41591-022-01981-2.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Nat Med28, 1773–1784 (2022) https://doi.org/10.1038/s41591-022-01981-2

Reference 2

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Observation e0153cbb-7a0a-4820-8ced-1ff78e4b15e9 · outbound

This paper cites Ehrxqa: A multi-modal ques- tion answering dataset for electronic health records with chest x-ray images.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Ehrxqa: A multi-modal ques- tion answering dataset for electronic health records with chest x-ray images

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.742131Z

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Observation 3589d827-064f-4ba2-bc79-5f882f0d93e3 · outbound

This paper cites Curriculum learning, in: Proceedings of the 26th Annual International Conference on Machine Learning, Associa- tion for Computing Machinery, New York, NY, USA.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Curriculum learning, in: Proceedings of the 26th Annual International Conference on Machine Learning, Associa- tion for Computing Machinery, New York, NY, USA

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:37:39.438470Z

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Observation 805432a8-346d-4116-bff2-fea28dbfc780 · outbound

This paper cites Recurrent neural networks for multivariate time series with missing values.Scientific Reports, 8(1):6085.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Recurrent neural networks for multivariate time series with missing values.Scientific Reports, 8(1):6085

Reference 5

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This paper cites Recurrent.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Recurrent

Reference 6

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Observation b0597c7b-93f1-4667-9eb6-e557996e857e · outbound

This paper cites Multimodal Clinical Benchmark for Emergency Care (MC-BEC): A Comprehensive Benchmark for Evaluating Foundation Models in Emergency Medicine.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Multimodal Clinical Benchmark for Emergency Care (MC-BEC): A Comprehensive Benchmark for Evaluating Foundation Models in Emergency Medicine

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:37:40.160219Z

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Observation 78f929d7-e5ed-46bd-a1fa-52825b3a1f5a · outbound

This paper cites Computational approaches to alleviate alarm fatigue in intensive care medicine: a systematic literature review.Frontiers in Digital Health, 4:843747.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Computational approaches to alleviate alarm fatigue in intensive care medicine: a systematic literature review.Frontiers in Digital Health, 4:843747

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:37:39.419096Z

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Observation c0d187d9-7bbc-4a78-93cb-c0a238767a9b · outbound

This paper cites CLIMB: Data foundations for large scale multimodal clinical foundation models.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion CLIMB: Data foundations for large scale multimodal clinical foundation models

Reference 9

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Observation da9ee0d6-2af2-4730-a507-ca3e8cd6e17e · outbound

This paper cites Wearable sensors enable personalized predictions of clinical laboratory measurements.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Wearable sensors enable personalized predictions of clinical laboratory measurements

Reference 10

Resolution: verified exact; doi, observed 2026-05-19T16:37:39.411675Z

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Observation 0ac9a20c-3209-43d2-9e76-ab097a727db8 · outbound

This paper cites Autonomous medical evaluation for guideline adherence of large language models.NPJ Digital Medicine, 7(1):358.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Autonomous medical evaluation for guideline adherence of large language models.NPJ Digital Medicine, 7(1):358

Reference 11

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This paper cites Finlayson, Adarsh Subbaswamy, Karandeep Singh, John Bowers, Annabel Kupke, Jonathan Zittrain, Isaac S.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Finlayson, Adarsh Subbaswamy, Karandeep Singh, John Bowers, Annabel Kupke, Jonathan Zittrain, Isaac S

Reference 12

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Observation ce660af5-aede-4df7-a358-eed9baa6cb7d · outbound

This paper cites PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals

Reference 13

Resolution: verified exact; doi, observed 2026-05-19T16:37:39.368646Z

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Observation 9bfa895b-225f-45d7-b31d-dffac55fa1b2 · outbound

This paper cites FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion FuseMoE: Mixture-of-Experts Transformers for Fleximodal Fusion

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:37:40.157303Z

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Observation 50a92abe-ac1a-4341-8e0b-706abeac1469 · outbound

This paper cites Denoising diffusion probabilistic models.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Denoising diffusion probabilistic models

Reference 15

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Observation 47c55aee-533e-4fac-8851-9b4d96e85ab7 · outbound

This paper cites Emogen: Emotional image content generation with text-to-image diffusion models.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Emogen: Emotional image content generation with text-to-image diffusion models

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T16:37:39.408426Z

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Observation fb0b43bc-ed3d-476d-9b22-a5b0fa88041c · outbound

This paper cites Modality compe- tition: What makes joint training of multi-modal network fail in deep learning? (Provably).

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Modality compe- tition: What makes joint training of multi-modal network fail in deep learning? (Provably)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.704117Z

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Observation b1f104f6-2676-4844-811b-0319a1fc56df · outbound

This paper cites M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion M3CoTBench: Benchmark Chain-of-Thought of MLLMs in Medical Image Understanding

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-01T01:17:12.746799Z

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Observation f4d2df29-0ece-4b32-bd69-3b2f2288f08c · outbound

This paper cites What disease does this patient have? A large-scale open domain question answering dataset from medical exams.Applied Sciences, 11(14):6421.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion What disease does this patient have? A large-scale open domain question answering dataset from medical exams.Applied Sciences, 11(14):6421

Reference 19

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Observation 82e39227-87c9-4de3-a41e-1bb512ebeab8 · outbound

This paper cites Mimic-cxr-jpg: Chest radiographs with structured labels.PhysioNet.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Mimic-cxr-jpg: Chest radiographs with structured labels.PhysioNet

Reference 20

Resolution: verified exact; doi, observed 2026-05-19T16:37:39.383612Z

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Observation 5bea900c-74a4-409f-ab94-02521c1b9b22 · outbound

This paper cites MIMIC-IV.PhysioNet, October 2024.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion MIMIC-IV.PhysioNet, October 2024

Reference 21

Resolution: verified exact; doi, observed 2026-05-19T16:37:39.431720Z

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Observation 8083a11e-15a3-4cbd-8294-a4f066463386 · outbound

This paper cites Analysis of a sleep-dependent neuronal feedback loop: the slow-wave microcontinuity of the eeg.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Analysis of a sleep-dependent neuronal feedback loop: the slow-wave microcontinuity of the eeg

Reference 22

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Observation 6072c179-b576-4499-a604-0f56d9062f3d · outbound

This paper cites Multimodal prompting with missing modalities for visual recognition.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Multimodal prompting with missing modalities for visual recognition

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.722927Z

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Observation 8b8e8767-9919-497c-b3fb-3edfdd30b92e · outbound

This paper cites MIRA: Medical time series foundation model for real-world health data.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion MIRA: Medical time series foundation model for real-world health data

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:37:40.148529Z

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Observation 6d3ab3ec-af45-4d34-b7ff-1d1ec7b380a8 · outbound

This paper cites MedGUIDE: Benchmarking Clinical Decision-Making in Large Language Models.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion MedGUIDE: Benchmarking Clinical Decision-Making in Large Language Models

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Resolution: verified exact; arxiv_id, observed 2026-05-19T16:37:40.151419Z

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Observation ef78d73f-4a08-4ed0-937d-80ee2f75973e · outbound

This paper cites MULTIZOO & MULTIBENCH: A standardized toolkit for multimodal deep learning.Journal of Machine Learning Research, 24:1–7.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion MULTIZOO & MULTIBENCH: A standardized toolkit for multimodal deep learning.Journal of Machine Learning Research, 24:1–7

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Observation 044a4b9d-9891-4d3f-ad4e-85cdd65f7d1d · outbound

This paper cites SMIL: Multimodal learning with severely missing modality.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion SMIL: Multimodal learning with severely missing modality

Reference 27

Resolution: verified exact; doi, observed 2026-05-19T16:37:39.387018Z

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Observation 3a3f6079-1ab2-4b18-acac-92c1643a5435 · outbound

This paper cites Up-fall detection dataset: A multimodal approach.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Up-fall detection dataset: A multimodal approach

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Resolution: verified exact; doi, observed 2026-05-19T16:37:39.427117Z

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Observation 61b51224-7832-4fc5-93f0-a9f86b60fcd0 · outbound

This paper cites The CirCor DigiScope Phonocardiogram Dataset.PhysioNet, May 2022.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion The CirCor DigiScope Phonocardiogram Dataset.PhysioNet, May 2022

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Observation ad0912eb-e00d-48df-92ed-d552da4630b0 · outbound

This paper cites Maestro: Adaptive sparse attention and robust learning for multimodal dynamic time series.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Maestro: Adaptive sparse attention and robust learning for multimodal dynamic time series

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.721074Z

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Observation 71e68494-5a6a-451b-a833-69833a0fb4a7 · outbound

This paper cites PPG-DaLiA.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion PPG-DaLiA

Reference 31

Resolution: verified exact; doi, observed 2026-05-19T16:37:39.394720Z

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Observation 9797cb73-5a7a-489b-b40f-48ff0c974974 · outbound

This paper cites Introducing wesad, a multimodal dataset for wearable stress and affect detection.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Introducing wesad, a multimodal dataset for wearable stress and affect detection

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Resolution: verified exact; arxiv_id, observed 2026-05-19T16:37:39.365950Z

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Observation 36efd03f-1700-4417-be82-545354531624 · outbound

This paper cites Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

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Resolution: verified exact; local_arxiv, observed 2026-05-19T16:37:40.145376Z

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Observation ad7bc355-17ea-4fd1-8e61-3b1ea6145e2f · outbound

This paper cites DeepSOFA: a continuous acuity score for critically ill patients using clinically interpretable deep learning.Scientific Reports, 9(1):1879.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion DeepSOFA: a continuous acuity score for critically ill patients using clinically interpretable deep learning.Scientific Reports, 9(1):1879

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Observation 325260cc-fa92-4327-b8be-733670328260 · outbound

This paper cites Multi-time attention networks for irregularly sampled time series.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Multi-time attention networks for irregularly sampled time series

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.738252Z

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Observation 888f0507-dd87-4e24-9c29-36f286488f5d · outbound

This paper cites Predicting in- hospital mortality of icu patients: The physionet/computing in cardiology challenge 2012.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Predicting in- hospital mortality of icu patients: The physionet/computing in cardiology challenge 2012

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.711462Z

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Observation 95f0fb32-bc43-48bc-9ac4-1bc0838dd7b6 · outbound

This paper cites Large language models encode clinical knowledge.Nature.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Large language models encode clinical knowledge.Nature

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.709566Z

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Observation 45660056-36ec-4194-9456-16382bc05ba6 · outbound

This paper cites Integrated multimodal artificial intelligence framework for healthcare applications.NPJ Digital Medicine, 5(1):149.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Integrated multimodal artificial intelligence framework for healthcare applications.NPJ Digital Medicine, 5(1):149

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Resolution: verified exact; doi, observed 2026-05-19T16:37:39.429334Z

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Observation 249ae0d7-f7ad-409b-b404-ead285987e81 · outbound

This paper cites Available: https://doi.org/10.1109/JBHI.2020.3022989.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Available: https://doi.org/10.1109/JBHI.2020.3022989

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Observation c3366dbd-ba7e-49da-b945-6321d801ce4b · outbound

This paper cites Csdi: Conditional score-based diffusion models for probabilistic time series imputation.Advances in neural information processing systems, 34:24804–24816.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Csdi: Conditional score-based diffusion models for probabilistic time series imputation.Advances in neural information processing systems, 34:24804–24816

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.713375Z

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Observation da3abb58-bf75-48fe-b003-f02a24904f81 · outbound

This paper cites NEJM AI1(3), 2300138 (2024) https://doi.org/10.1056/AIoa2300138 https://ai.nejm.org/doi/pdf/10.1056/AIoa2300138.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion NEJM AI1(3), 2300138 (2024) https://doi.org/10.1056/AIoa2300138 https://ai.nejm.org/doi/pdf/10.1056/AIoa2300138

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Resolution: metadata mismatch; doi, observed 2026-05-19T16:37:39.389501Z

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Observation e2bab8d6-b335-4b16-b894-15a467c505f9 · outbound

This paper cites Real-time quality index to control data loss in real-life cardiac monitoring applications.Sensors, 21(16):5357.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Real-time quality index to control data loss in real-life cardiac monitoring applications.Sensors, 21(16):5357

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.708247Z

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Observation 012509ad-20c5-406b-b5d8-3642e14aee0d · outbound

This paper cites URLhttps://doi.org/10.3390/s21165357.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion URLhttps://doi.org/10.3390/s21165357

Reference 43

Resolution: verified exact; doi, observed 2026-05-19T16:37:39.357817Z

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Observation dd9b14eb-122c-4d12-a4f1-d24750eb4515 · outbound

This paper cites 2020 , url =.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion 2020 , url =

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Observation 5b8030c2-ff27-4d6f-8b65-40e98e3cee29 · outbound

This paper cites Multi- modal learning with missing modality via shared-specific feature modelling.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Multi- modal learning with missing modality via shared-specific feature modelling

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Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.735404Z

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Observation 1df7aa01-4143-4b56-b6ad-a1d2867714d0 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer 25 Vision and Pattern Recognition, pp.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion In: Proceedings of the IEEE/CVF Conference on Computer 25 Vision and Pattern Recognition, pp

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Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T16:37:39.380997Z

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Observation c3f445cb-752e-4be6-81ba-d53c751691cb · outbound

This paper cites Multimodal risk prediction with physiolog- ical signals, medical images and clinical notes.Heliyon, 10(5):e26772.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Multimodal risk prediction with physiolog- ical signals, medical images and clinical notes.Heliyon, 10(5):e26772

Reference 47

Resolution: verified exact; doi, observed 2026-05-19T16:37:39.376928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 25abdbdf-8ed3-4b39-b750-e67a70c8bddb · outbound

This paper cites Narayan, Errol Colak, Adewole Adamson, Laura Heacock, Geoffrey H.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Narayan, Errol Colak, Adewole Adamson, Laura Heacock, Geoffrey H

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.739107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9300903a-9936-440b-b840-4416d8dbba8a · outbound

This paper cites Multimodal machine learning in image-based and clini- cal biomedicine: survey and prospects.International Journal of Computer Vision, 132(9): 3753–3769.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Multimodal machine learning in image-based and clini- cal biomedicine: survey and prospects.International Journal of Computer Vision, 132(9): 3753–3769

Reference 49

Resolution: verified exact; doi, observed 2026-05-19T16:37:39.404412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation dee0b4bf-2db4-4883-a03d-6d9f49473fc3 · outbound

This paper cites DrFuse: Learning disentangled representation for clinical multi-modal fusion with missing modality and modal inconsistency.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion DrFuse: Learning disentangled representation for clinical multi-modal fusion with missing modality and modal inconsistency

Reference 50

Resolution: verified exact; doi, observed 2026-05-19T16:37:39.397811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 23ef6820-9440-4d7b-86b8-b58105af3c81 · outbound

This paper cites Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Flex-MoE: Modeling Arbitrary Modality Combination via the Flexible Mixture-of-Experts

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:37:40.142674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation cfa43ddc-bddf-4c54-bec4-d7386072da48 · outbound

This paper cites M3Care: Learning with missing modalities in multimodal healthcare data.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion M3Care: Learning with missing modalities in multimodal healthcare data

Reference 52

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T16:37:39.362117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 14486b33-ef86-4756-82fc-3ded31d23f30 · outbound

This paper cites Graph-guided net- work for irregularly sampled multivariate time series.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Graph-guided net- work for irregularly sampled multivariate time series

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.731747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 37a27105-ffae-4c4b-9885-59fdf3d920d9 · outbound

This paper cites Version 1.0.0.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Version 1.0.0

Reference 54

Resolution: metadata mismatch; doi, observed 2026-05-19T16:37:39.421688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 302364ca-8329-4e0b-8494-5abedddb5c26 · outbound

This paper cites an unresolved cited work.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-05-19T16:43:08.734453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c4caf2ba-9420-48e5-a045-d7fe2f784f27 · outbound

This paper cites [13], using a pretrained thoracic image encoder, capturing structural lung and cardiac pathology including effusions, cardiomegaly, and consolidations.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion [13], using a pretrained thoracic image encoder, capturing structural lung and cardiac pathology including effusions, cardiomegaly, and consolidations

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.729662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c1b2a742-8921-4852-b8e9-1898b3389cb5 · outbound

This paper cites an unresolved cited work.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-05-19T16:43:08.737289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 52b60aaa-4da3-44af-81e0-cfeb295fe2c7 · outbound

This paper cites Modalities 2–4 are static vectors with no time axis and cannot be aligned with the hourly time series, placing this dataset inType 3 (heterogeneous and unaligned).

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Modalities 2–4 are static vectors with no time axis and cannot be aligned with the hourly time series, placing this dataset inType 3 (heterogeneous and unaligned)

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.724200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 83ceefa9-8d98-4edb-badc-8b584ceec66e · outbound

This paper cites We useblock_n= 0.05andblock_n_max= 0.10, so each block covers 5–10% ofT.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion We useblock_n= 0.05andblock_n_max= 0.10, so each block covers 5–10% ofT

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.741027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f175a19f-ac5f-4e3a-80db-0b8a56c3d3c1 · outbound

This paper cites an unresolved cited work.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Unresolved cited work

Reference 60

Resolution: unresolved; raw_fallback, observed 2026-05-19T16:43:08.718023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c8f0d00b-2dfc-492f-8470-a52509df7f40 · outbound

This paper cites If an overlap is found, resample up to 64 times; if no valid position is found, stop placing further blocks for this channel.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion If an overlap is found, resample up to 64 times; if no valid position is found, stop placing further blocks for this channel

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.710344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 051aae39-fadb-4d65-85a2-d6c4be5f5ea0 · outbound

This paper cites Limitations.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion Limitations

Reference 62

Resolution: malformed identifier; raw_fallback, observed 2026-05-19T16:43:08.712144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bed87a17-fd20-4a92-80ea-2052909fcdfd · outbound

This paper cites All datasets were collected under IRB approval or equivalent ethical review by their original data providers; this paper only reuses fully de-identified, publicly released data.

MuteBench: Modality Unavailability Tolerance Evaluation for Incomplete Multimodal Fusion All datasets were collected under IRB approval or equivalent ethical review by their original data providers; this paper only reuses fully de-identified, publicly released data

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T16:43:08.720010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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Reference resolution

Outbound references

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