sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging | Paper Citation Record

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This paper cites A deep learning algorithm for sleep stage scoring in mice based on a multimodal network with fine-tuning technique.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging A deep learning algorithm for sleep stage scoring in mice based on a multimodal network with fine-tuning technique

Reference 1

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Observation 01614683-ebbf-4344-8e6f-8b0787e9de1b · outbound

This paper cites Towards Understanding Ensemble, Knowledge Distillation and Self-Distillation in Deep Learning.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Towards Understanding Ensemble, Knowledge Distillation and Self-Distillation in Deep Learning

Reference 2

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This paper cites Robust cross- modal representation learning with progressive self-distillation.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Robust cross- modal representation learning with progressive self-distillation

Reference 3

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Observation 88c2b198-3495-472f-b21a-0e5841c4bd57 · outbound

This paper cites Multichannel sleep stage classification and transfer learning using convolutional neural networks.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Multichannel sleep stage classification and transfer learning using convolutional neural networks

Reference 4

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Observation b4dceeb9-a990-4391-811e-221dfeb85175 · outbound

This paper cites Vlmo: Unified vision-language pre-training with mixture-of-modality- experts.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Vlmo: Unified vision-language pre-training with mixture-of-modality- experts

Reference 5

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Observation 8ec291d8-e676-4c60-b86c-1770d04f969a · outbound

This paper cites SLEEPNET: Automated Sleep Staging System via Deep Learning.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging SLEEPNET: Automated Sleep Staging System via Deep Learning

Reference 6

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This paper cites Xgboost: A scalable tree boosting system.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Xgboost: A scalable tree boosting system

Reference 7

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Observation 69f4b332-6b17-4cfb-a604-0f305caa5455 · outbound

This paper cites MaskCLIP: Masked Self-Distillation Advances Contrastive Language-Image Pretraining.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging MaskCLIP: Masked Self-Distillation Advances Contrastive Language-Image Pretraining

Reference 8

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Observation 315dd484-30c6-456b-ad4d-560802051274 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 9

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Observation 87357c18-5b2a-432c-9cc0-07867a9c582e · outbound

This paper cites An attention-based deep learning approach for sleep stage classification with single-channel eeg.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging An attention-based deep learning approach for sleep stage classification with single-channel eeg

Reference 10

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Observation 149de515-b353-4027-90c3-883e761be2e8 · outbound

This paper cites Learning lightweight lane detection cnns by self attention distillation.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Learning lightweight lane detection cnns by self attention distillation

Reference 11

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Observation 222c9420-b13e-41e4-ae4d-ad75083b909c · outbound

This paper cites An improved neural network based on senet for sleep stage classification.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging An improved neural network based on senet for sleep stage classification

Reference 12

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Observation d0834a67-f7b1-46a2-8b12-9d6e64fe2e42 · outbound

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

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Scaling up visual and vision-language representation learning with noisy text supervision

Reference 13

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Observation faa219cb-6edf-47d9-9c64-5f4fa4b34f90 · outbound

This paper cites Multi-modal physiological signals based squeeze-and-excitation network with domain adversarial learning for sleep staging.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Multi-modal physiological signals based squeeze-and-excitation network with domain adversarial learning for sleep staging

Reference 14

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Observation aa74612b-2c57-4d8f-80d0-b7fee98b49fb · outbound

This paper cites SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging

Reference 15

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Observation 178a7ecb-a8ad-430e-a797-114bbdc7a1ac · outbound

This paper cites Neural controlled differential equations for irregular time series.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Neural controlled differential equations for irregular time series

Reference 16

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Observation 8c90ff86-84dd-40ab-b491-3652dfdb5e93 · outbound

This paper cites Automatic sleep stage classification using eeg and emg signal.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Automatic sleep stage classification using eeg and emg signal

Reference 17

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Observation 488764af-b1d9-4a40-b59c-6e572f799be9 · outbound

This paper cites Memory-enhancing properties of sleep depend on the os- cillatory amplitude of norepinephrine.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Memory-enhancing properties of sleep depend on the os- cillatory amplitude of norepinephrine

Reference 18

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Observation 9e537a4d-9d85-4c72-9eeb-ed87865efdcc · outbound

This paper cites Align before fuse: Vision and language representation learning with momentum distillation.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Align before fuse: Vision and language representation learning with momentum distillation

Reference 19

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This paper cites Decoupled Weight Decay Regularization.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Decoupled Weight Decay Regularization

Reference 20

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This paper cites Personalizing deep learning models for automatic sleep staging.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Personalizing deep learning models for automatic sleep staging

Reference 21

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This paper cites Spin- dle: End-to-end learning from eeg/emg to extrapolate animal sleep scor- ing across experimental settings, labs and species.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Spin- dle: End-to-end learning from eeg/emg to extrapolate animal sleep scor- ing across experimental settings, labs and species

Reference 22

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This paper cites Self-distillation amplifies regularization in hilbert space.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Self-distillation amplifies regularization in hilbert space

Reference 23

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This paper cites A Time Series is Worth 64 Words: Long-term Forecasting with Transformers.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging A Time Series is Worth 64 Words: Long-term Forecasting with Transformers

Reference 24

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This paper cites Stqs: Interpretable multi-modal spatial-temporal- sequential model for automatic sleep scoring.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Stqs: Interpretable multi-modal spatial-temporal- sequential model for automatic sleep scoring

Reference 25

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This paper cites Automatic sleep stage classification using single- channel eeg: Learning sequential features with attention-based recurrent neural networks.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Automatic sleep stage classification using single- channel eeg: Learning sequential features with attention-based recurrent neural networks

Reference 26

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Observation d135f536-d8db-49d8-aa85-6cb66c554e6f · outbound

This paper cites Dnn filter bank improves 1-max pooling cnn for single-channel eeg automatic sleep stage classification.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Dnn filter bank improves 1-max pooling cnn for single-channel eeg automatic sleep stage classification

Reference 27

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This paper cites Joint classification and prediction cnn framework for automatic sleep stage classification.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Joint classification and prediction cnn framework for automatic sleep stage classification

Reference 28

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This paper cites Seqsleepnet: end-to-end hierarchical recurrent neural network for sequence-to-sequence automatic sleep staging.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Seqsleepnet: end-to-end hierarchical recurrent neural network for sequence-to-sequence automatic sleep staging

Reference 29

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This paper cites Xsleepnet: Multi-view sequential model for automatic sleep staging.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Xsleepnet: Multi-view sequential model for automatic sleep staging

Reference 30

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This paper cites Sleeptransformer: Automatic sleep staging with interpretability and uncertainty quantification.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Sleeptransformer: Automatic sleep staging with interpretability and uncertainty quantification

Reference 31

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Observation 22d55d3a-51a4-4f61-8d23-2fe0dac05ad0 · outbound

This paper cites Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers

Reference 32

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

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Learning transferable visual models from natural language supervision

Reference 33

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This paper cites Automated Classification of Sleep Stages and EEG Artifacts in Mice with Deep Learning.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Automated Classification of Sleep Stages and EEG Artifacts in Mice with Deep Learning

Reference 34

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sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Self-distillation from the last mini-batch for consistency regularization

Reference 35

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This paper cites A convolutional neural network for sleep stage scoring from raw single-channel eeg.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging A convolutional neural network for sleep stage scoring from raw single-channel eeg

Reference 36

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Observation e53919c6-4db2-4209-94a9-26a0498d7c6a · outbound

This paper cites Neural network analysis of sleep stages enables efficient diagnosis of narcolepsy.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Neural network analysis of sleep stages enables efficient diagnosis of narcolepsy

Reference 37

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This paper cites Deepsleepnet: A model for automatic sleep stage scoring based on raw single-channel eeg.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Deepsleepnet: A model for automatic sleep stage scoring based on raw single-channel eeg

Reference 38

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sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging LXMERT: Learning Cross-Modality Encoder Representations from Transformers

Reference 39

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sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Visualizing data using t-sne

Reference 40

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sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Attention is all you need

Reference 41

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This paper cites Deep convolutional neural networks for interpretable analysis of eeg sleep stage scoring.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Deep convolutional neural networks for interpretable analysis of eeg sleep stage scoring

Reference 42

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This paper cites Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Image as a Foreign Language: BEiT Pretraining for All Vision and Vision-Language Tasks

Reference 43

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sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Distilled Dual-Encoder Model for Vision-Language Understanding

Reference 44

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This paper cites Snapshot distilla- tion: Teacher-student optimization in one generation.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Snapshot distilla- tion: Teacher-student optimization in one generation

Reference 45

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This paper cites Cross-modality deep feature learning for brain tumor segmentation.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Cross-modality deep feature learning for brain tumor segmentation

Reference 46

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This paper cites Be your own teacher: Improve the performance of convolutional neural networks via self distillation.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Be your own teacher: Improve the performance of convolutional neural networks via self distillation

Reference 47

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This paper cites Vinvl: Revisiting visual representations in vision-language models.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Vinvl: Revisiting visual representations in vision-language models

Reference 48

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This paper cites Perturbed self-distillation: Weakly supervised large-scale point cloud semantic segmentation.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Perturbed self-distillation: Weakly supervised large-scale point cloud semantic segmentation

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:34:04.097129Z

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Observation d5fb9e2e-2d96-4d6e-b3dc-36277d08d37b · outbound

This paper cites Self-distillation as instance-specific label smoothing.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Self-distillation as instance-specific label smoothing

Reference 50

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Observation bee2e5e2-e263-4465-a185-0452757185e9 · outbound

This paper cites Knowl- edge distillation via instance-level sequence learning.

sDREAMER: Self-distilled Mixture-of-Modality-Experts Transformer for Automatic Sleep Staging Knowl- edge distillation via instance-level sequence learning

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:34:04.060990Z

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