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Paper Citation Record · LEDGER

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads

As of 15 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2509.20073.

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

pith.paper-citation-record.v1
2509.20073 v2

Coverage vector

measured 48 of 48 reference resolution

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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48 of 48 outbound references displayed

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Outbound references

Observation 51b0fd35-6797-42b4-94b2-9c2c8b7b0570 · outbound

This paper cites V oxelMorph: a learning framework for de- formable medical image registration,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads V oxelMorph: a learning framework for de- formable medical image registration,

Reference 1

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Observation 04bb6ac4-e610-46b2-998d-e9983f329671 · outbound

This paper cites AMNet: Adaptive multi-level network for deformable registration of 3D brain MR images,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads AMNet: Adaptive multi-level network for deformable registration of 3D brain MR images,

Reference 2

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Observation 1de6fc42-c5ec-40c6-bd64-2308fbe53113 · outbound

This paper cites TransMorph: Transformer for unsupervised medical image registration,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads TransMorph: Transformer for unsupervised medical image registration,

Reference 3

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Observation 4e229ca9-5841-47e9-bbc5-6cd8641a4270 · outbound

This paper cites GroupMorph: medical image registration via grouping network with contextual fusion,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads GroupMorph: medical image registration via grouping network with contextual fusion,

Reference 4

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Observation bcd019fd-789c-45c8-a96c-8ae5c9c570e7 · outbound

This paper cites TransMatch: a transformer-based multilevel dual- stream feature matching network for unsupervised deformable image registration,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads TransMatch: a transformer-based multilevel dual- stream feature matching network for unsupervised deformable image registration,

Reference 5

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Observation 0cb44fc3-6a19-48bb-8c4b-735200bacbee · outbound

This paper cites Dual-stream pyramid registration network,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Dual-stream pyramid registration network,

Reference 6

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Observation 816979f8-62d6-4d0d-9a86-4510e0ac6532 · outbound

This paper cites Recursive deformable pyramid network for unsu- pervised medical image registration,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Recursive deformable pyramid network for unsu- pervised medical image registration,

Reference 7

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Observation 715fea59-70cd-42d3-87e4-3e822fb644aa · outbound

This paper cites Xmorpher: Full transformer for deformable medical image registration via cross attention,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Xmorpher: Full transformer for deformable medical image registration via cross attention,

Reference 8

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Observation d0fe5c24-0d75-4a86-8a2c-b963c87127a8 · outbound

This paper cites Large deformation diffeomorphic im- age registration with laplacian pyramid networks,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Large deformation diffeomorphic im- age registration with laplacian pyramid networks,

Reference 9

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Observation 5fb3f446-b873-41df-9610-c434728f58a1 · outbound

This paper cites Recursive decomposition network for deformable image registration,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Recursive decomposition network for deformable image registration,

Reference 10

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Observation 780630c9-b531-49d2-8e3b-ac331cf58607 · outbound

This paper cites Non-iterative coarse-to-fine transformer networks for joint affine and deformable image registration,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Non-iterative coarse-to-fine transformer networks for joint affine and deformable image registration,

Reference 11

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Observation cf8dba36-f955-4ce2-b39a-008e93ea800c · outbound

This paper cites ModeT: learning deformable image registration via mo- tion decomposition transformer,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads ModeT: learning deformable image registration via mo- tion decomposition transformer,

Reference 12

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Observation ed9e20e1-64ce-42c9-b13f-2d3cf74e4536 · outbound

This paper cites Unsupervised deep learning for FOD-based susceptibility distortion correction in diffusion MRI,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Unsupervised deep learning for FOD-based susceptibility distortion correction in diffusion MRI,

Reference 13

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Observation 57cdb584-b4c9-4378-b2b7-bdae645c09c6 · outbound

This paper cites Joint progressive and coarse-to-fine registration of brain MRI via deformation field integration and non-rigid feature fusion,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Joint progressive and coarse-to-fine registration of brain MRI via deformation field integration and non-rigid feature fusion,

Reference 14

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Observation 66302637-ee2d-4602-a8da-7a045795e950 · outbound

This paper cites ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads ViT-V-Net: Vision Transformer for Unsupervised Volumetric Medical Image Registration

Reference 15

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Observation 8f0ec426-7ff7-435d-bf09-fe61323696b1 · outbound

This paper cites Non-iterative coarse-to-fine registration based on single-pass deep cumulative learning,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Non-iterative coarse-to-fine registration based on single-pass deep cumulative learning,

Reference 16

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Observation 0661335d-b498-49df-8862-184f629a1f1d · outbound

This paper cites How does attention work in vision transformers? A visual analytics attempt,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads How does attention work in vision transformers? A visual analytics attempt,

Reference 17

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Observation e4bfe9a8-6d8f-4c8b-92c9-4e6dd5897b0b · outbound

This paper cites M4oE: A foundation model for medical mul- timodal image segmentation with mixture of experts,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads M4oE: A foundation model for medical mul- timodal image segmentation with mixture of experts,

Reference 18

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Observation 819a19a9-7e4c-413e-983c-f933e0f43c03 · outbound

This paper cites Patcher: Patch transformers with mixture of experts for precise medical image segmentation,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Patcher: Patch transformers with mixture of experts for precise medical image segmentation,

Reference 19

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Observation e7f47e00-b849-4a97-9626-f3360017123d · outbound

This paper cites A task-conditional mixture-of-experts model for missing modality segmentation,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads A task-conditional mixture-of-experts model for missing modality segmentation,

Reference 20

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Observation 4cb64986-d0ba-4bea-aebc-1a1362095b9c · outbound

This paper cites SAM-Med3D-MoE: Towards a non-forgetting segment anything model via mixture of experts for 3D medical image segmen- tation,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads SAM-Med3D-MoE: Towards a non-forgetting segment anything model via mixture of experts for 3D medical image segmen- tation,

Reference 21

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Observation ed7b2a33-873e-44a2-b1a4-c3e20770a798 · outbound

This paper cites Low-rank mixture-of-experts for continual medical image segmentation,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Low-rank mixture-of-experts for continual medical image segmentation,

Reference 22

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Observation beb54638-9b79-4b29-be05-cd872f3aef36 · outbound

This paper cites Dual-stream pyramid registration network,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Dual-stream pyramid registration network,

Reference 23

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Observation 6557f946-fa78-45b5-a264-359faf540602 · outbound

This paper cites Adaptive mixtures of local experts,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Adaptive mixtures of local experts,

Reference 24

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Observation 0aff9c2c-c42d-4767-ab3c-07ac53a5a6ed · outbound

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

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer

Reference 25

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Observation 34f5eb3e-113c-4add-9213-e9cf64e47cc8 · outbound

This paper cites GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 26

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Observation 62bb382f-a75d-4005-a09d-a8e424e1fcd0 · outbound

This paper cites Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity,

Reference 27

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Observation 82547642-3fa0-4789-9213-eac8c829533b · outbound

This paper cites Glam: Efficient scaling of language models with mixture- of-experts,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Glam: Efficient scaling of language models with mixture- of-experts,

Reference 28

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Observation 445645a6-e3ae-4594-9eff-9cb160747a42 · outbound

This paper cites Go wider instead of deeper,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Go wider instead of deeper,

Reference 29

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Observation 9d48d63f-6296-428a-8080-7372863a8582 · outbound

This paper cites DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model

Reference 30

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Observation 3456374b-a1d0-4b34-b43f-a80d160d0622 · outbound

This paper cites ST-MoE: Designing Stable and Transferable Sparse Expert Models.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads ST-MoE: Designing Stable and Transferable Sparse Expert Models

Reference 31

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Observation f7313c8c-ce86-4c61-b4d0-96a3517ee507 · outbound

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SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads OpenMoE: An Early Effort on Open Mixture-of-Experts Language Models

Reference 32

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Observation cacf03d1-5f62-4c47-b776-6e1ba64a21bc · outbound

This paper cites Mixture of Attention Heads: Selecting Attention Heads Per Token.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Mixture of Attention Heads: Selecting Attention Heads Per Token

Reference 33

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Observation 90344363-122a-4b0c-80bb-4685ac70bc23 · outbound

This paper cites Dense training, sparse inference: Rethinking training of Mixture-of-Experts language models,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Dense training, sparse inference: Rethinking training of Mixture-of-Experts language models,

Reference 34

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Observation ed5ef0c7-fd8b-4c28-88ec-a6597a238a7f · outbound

This paper cites JetMoE: Reaching Llama2 Performance with 0.1M Dollars.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads JetMoE: Reaching Llama2 Performance with 0.1M Dollars

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Observation 56de1e51-433d-4dcc-8f8e-9252dff846f2 · outbound

This paper cites Scaling vision with sparse mixture of experts,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Scaling vision with sparse mixture of experts,

Reference 36

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Observation f4d1e8d7-cd71-47b6-a1f1-4d96ca1510f5 · outbound

This paper cites Robust mixture-of-expert training for convolutional neural networks,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Robust mixture-of-expert training for convolutional neural networks,

Reference 37

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Observation a2c27c4e-c953-4c57-a30c-12bcce177547 · outbound

This paper cites Biased mixtures of experts: Enabling computer vision inference under data transfer limitations,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Biased mixtures of experts: Enabling computer vision inference under data transfer limitations,

Reference 38

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Observation 03d1929c-ff26-413f-a050-00976c2307e1 · outbound

This paper cites Network of experts for large-scale image categoriza- tion,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Network of experts for large-scale image categoriza- tion,

Reference 39

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Observation 671908b1-d265-4fa6-8cbf-d5a02b14cf06 · outbound

This paper cites Hard mixtures of experts for large scale weakly supervised vision,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Hard mixtures of experts for large scale weakly supervised vision,

Reference 40

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Observation be7561e9-dd49-49ff-9d5e-a4d9cca2f269 · outbound

This paper cites Deep mixture of experts via shallow embedding,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Deep mixture of experts via shallow embedding,

Reference 41

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Observation ad1b36cb-9c62-4ce9-9c67-e125eb4a8b0e · outbound

This paper cites Patch-level routing in mixture-of-experts is provably sample-efficient for convolutional neural networks,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Patch-level routing in mixture-of-experts is provably sample-efficient for convolutional neural networks,

Reference 42

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Observation df8248f8-1b20-4214-b7c0-39713ff4feef · outbound

This paper cites Spatial mixture-of-experts,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Spatial mixture-of-experts,

Reference 43

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Observation f5551950-b5e1-489b-9f78-837257bc9c16 · outbound

This paper cites Open access series of imaging studies (OASIS): cross-sectional MRI data in young, middle aged, nondemented, and demented older adults,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Open access series of imaging studies (OASIS): cross-sectional MRI data in young, middle aged, nondemented, and demented older adults,

Reference 44

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Observation 9838c182-4ff0-44a0-91d9-33558896f026 · outbound

This paper cites Miccai multi-atlas labeling beyond the cranial vault– workshop and challenge,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Miccai multi-atlas labeling beyond the cranial vault– workshop and challenge,

Reference 45

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Observation 6c0c4ca0-99fa-4e78-ae19-c8862dd8d43d · outbound

This paper cites Automatic differentiation in pytorch,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Automatic differentiation in pytorch,

Reference 46

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Observation 709c28a1-f17f-4d2b-b08e-5a3c7a016bd3 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Adam: A Method for Stochastic Optimization

Reference 47

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Observation 58ed2705-85f8-4340-bce9-31d3cfdf284e · outbound

This paper cites Metrics for evaluating 3D medical image segmentation: analysis, selection, and tool,.

SHMoAReg: Spark Deformable Image Registration via Spatial Heterogeneous Mixture of Experts and Attention Heads Metrics for evaluating 3D medical image segmentation: analysis, selection, and tool,

Reference 48

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