From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP | Paper Citation Record

Observation 572e6108-397c-4c7b-93fd-e1442ea61059 · outbound

This paper cites EEG-FM-Compass: Progress, Benchmarking, and Future Directions for EEG Foundation Models.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP EEG-FM-Compass: Progress, Benchmarking, and Future Directions for EEG Foundation Models

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-08-04T02:39:59.829087Z

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Observation 05d8b3cd-724a-409e-bc8e-0b4906956469 · outbound

This paper cites Large Brain Model for Learning Generic Represen- tations with Tremendous EEG Data in BCI.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Large Brain Model for Learning Generic Represen- tations with Tremendous EEG Data in BCI

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.514531Z

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Observation 0eea2549-318e-447b-83c1-8b859def4c73 · outbound

This paper cites Cbramod: A criss-cross brain foundation model for eeg decoding.arXiv preprint arXiv:2412.07236, 2024a.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Cbramod: A criss-cross brain foundation model for eeg decoding.arXiv preprint arXiv:2412.07236, 2024a

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.101975Z

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Observation 9aecbf0a-d809-4030-a467-2183ab14ae64 · outbound

This paper cites An Accurate and Rapidly Calibrating Speech Neuroprosthesis.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP An Accurate and Rapidly Calibrating Speech Neuroprosthesis

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-05-13T09:22:34.499336Z

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Observation 1f0b3c67-9957-4af7-96b3-ffb124ee706c · outbound

This paper cites Bach , author A.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Bach , author A

Reference 5

Resolution: metadata mismatch; doi, observed 2026-05-13T06:27:24.104831Z

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Observation 80677cea-892b-4ca4-ac31-feec296d443d · outbound

This paper cites Masset, R.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Masset, R

Reference 6

Resolution: malformed identifier; doi_truncated, observed 2026-05-13T06:27:24.096851Z

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Observation e7f8e00c-7a13-41cd-a254-cc13f7358d8e · outbound

This paper cites Layer-Wise Relevance Propagation: An Overview.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Layer-Wise Relevance Propagation: An Overview

Reference 7

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.110138Z

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Observation 5224c792-f041-4ce3-8590-da9fbd8d56d6 · outbound

This paper cites AttnLRP: Attention-Aware Layer-Wise Relevance Propagation for Transformers.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP AttnLRP: Attention-Aware Layer-Wise Relevance Propagation for Transformers

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.540354Z

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Observation 63d0a556-d017-4342-8f9f-4a20ed55e402 · outbound

This paper cites Gradient-based learning applied to document recognition.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Gradient-based learning applied to document recognition

Reference 9

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.112492Z

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Observation 443ba088-4e06-4d92-bfe2-50f950f95da0 · outbound

This paper cites Attention Is All You Need.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Attention Is All You Need

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.522737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8c465206-a786-46ba-8501-8bbb7613a509 · outbound

This paper cites NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG Signals

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.507333Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 916d02c9-480f-4f1e-8ca7-80fbccb62b00 · outbound

This paper cites BIOT: Biosignal Transformer for Cross-data Learning in the Wild.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP BIOT: Biosignal Transformer for Cross-data Learning in the Wild

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.439663Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cf3e8d25-7e6d-422a-85fd-10d75e90f671 · outbound

This paper cites EEG-DINO: Learning EEG Foundation Models via Hierarchical Self-distillation.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP EEG-DINO: Learning EEG Foundation Models via Hierarchical Self-distillation

Reference 13

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.094048Z

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Observation 7110c569-18f5-401c-8af2-cabc8e61e1ec · outbound

This paper cites A Path towards Autonomous Machine Intelligence Version 0.9. 2, 2022-06-27.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP A Path towards Autonomous Machine Intelligence Version 0.9. 2, 2022-06-27

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.450341Z

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Observation fbb9f810-392b-4b76-9061-6b5fa8aabb67 · outbound

This paper cites Brain-JEPA: Brain Dynamics Foundation Model with Gradient Positioning and Spatiotemporal Masking.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Brain-JEPA: Brain Dynamics Foundation Model with Gradient Positioning and Spatiotemporal Masking

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.443905Z

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Observation d5c3c6e7-3bc3-4aa6-b413-638b2f1b0637 · outbound

This paper cites Version 1.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Version 1

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.016016Z

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Observation 877e1abf-6017-4640-9002-e9216094acb6 · outbound

This paper cites Interpretable Deep Neural Networks for Single-Trial EEG Classification.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Interpretable Deep Neural Networks for Single-Trial EEG Classification

Reference 17

Resolution: malformed identifier; raw_fallback, observed 2026-05-13T09:22:34.473744Z

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Observation fd68bdcd-3342-4445-80e8-c775e516b015 · outbound

This paper cites Interpretable Sleep Stage Classification Based on Layer-Wise Relevance Propaga- tion.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Interpretable Sleep Stage Classification Based on Layer-Wise Relevance Propaga- tion

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.004998Z

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Observation 6d38c56e-3f65-4a49-a168-2833955aff4b · outbound

This paper cites Detection of ADHD Disorder in Children Using Layer-Wise Rele- vance Propagation and Convolutional Neural Network: An EEG Analysis.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Detection of ADHD Disorder in Children Using Layer-Wise Rele- vance Propagation and Convolutional Neural Network: An EEG Analysis

Reference 19

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.058726Z

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Observation 72c76cc2-800c-41e2-a980-19d600030a0d · outbound

This paper cites Explainable Fuzzy Deep Learning for Prediction of Epileptic Seizures Using EEG.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Explainable Fuzzy Deep Learning for Prediction of Epileptic Seizures Using EEG

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.091205Z

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Observation 6ca43224-a60d-44e7-bfaf-9b4f5d27fccd · outbound

This paper cites An Interpretable XAI Deep EEG Model for Schizophrenia Diagnosis Using Feature Selection and Attention Mechanisms.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP An Interpretable XAI Deep EEG Model for Schizophrenia Diagnosis Using Feature Selection and Attention Mechanisms

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.072991Z

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Observation 1fd640f8-5f35-471c-9ab9-e29d20cc2a10 · outbound

This paper cites Feature Selection Based on Layer-Wise Relevance Propagation for EEG-based MI Classification.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Feature Selection Based on Layer-Wise Relevance Propagation for EEG-based MI Classification

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.042222Z

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Observation 8309bf34-4cc2-4f58-829d-60f0da3ab2c8 · outbound

This paper cites An Empirical Comparison of Deep Learning Explainability Approaches for EEG Using Simulated Ground Truth.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP An Empirical Comparison of Deep Learning Explainability Approaches for EEG Using Simulated Ground Truth

Reference 23

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.013178Z

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Observation 374759c9-d55b-4910-8e8a-badad8faa310 · outbound

This paper cites Analyzing Neuroimaging Data Through Recurrent Deep Learning Models.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Analyzing Neuroimaging Data Through Recurrent Deep Learning Models

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.039321Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c2543848-e232-4907-99ad-d39e58472399 · outbound

This paper cites Towards the Interpretability of Deep Learning Models for Multi-Modal Neuroimaging: Finding Structural Changes of the Ageing Brain.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Towards the Interpretability of Deep Learning Models for Multi-Modal Neuroimaging: Finding Structural Changes of the Ageing Brain

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.007983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c8aa9600-18b5-46f7-9793-122662644254 · outbound

This paper cites Uncovering Convolutional Neural Network Decisions for Diagnosing Multiple Sclerosis on Conventional MRI Using Layer-Wise Relevance Propagation.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Uncovering Convolutional Neural Network Decisions for Diagnosing Multiple Sclerosis on Conventional MRI Using Layer-Wise Relevance Propagation

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.033488Z

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Observation 6108069c-211b-473d-9308-a4e8bc4a7e69 · outbound

This paper cites Layer-Wise Relevance Propagation for Explaining Deep Neural Network Decisions in MRI-Based Alzheimer’s Disease Classification.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Layer-Wise Relevance Propagation for Explaining Deep Neural Network Decisions in MRI-Based Alzheimer’s Disease Classification

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:23.995874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 02bbf8a1-fdee-4b28-8be2-6909fdbeb02d · outbound

This paper cites Interpreting Mental State Decoding with Deep Learning Models.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Interpreting Mental State Decoding with Deep Learning Models

Reference 28

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.027951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation efdb40ad-1557-4dda-8530-f3dbd07729c2 · outbound

This paper cites Self-Supervised Learning of Brain Dynamics from Broad Neuroimaging Data.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Self-Supervised Learning of Brain Dynamics from Broad Neuroimaging Data

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.485911Z

Source-reported events for the cited work

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Observation 5fae7018-2bfc-4294-ad10-2bcba464689f · outbound

This paper cites Cardiac Field Effects on the EEG.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Cardiac Field Effects on the EEG

Reference 30

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.022284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6fc11314-cf58-4aed-ac72-4b2d77ac01c7 · outbound

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

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals

Reference 31

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.046772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 36086e3e-3b49-4e63-ae79-b185397ca60a · outbound

This paper cites physionet.org, 2009.DOI: 10.13026/ C28G6P.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP physionet.org, 2009.DOI: 10.13026/ C28G6P

Reference 32

Resolution: malformed identifier; raw_fallback, observed 2026-05-13T09:22:34.460329Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 88ade7f1-fc33-4973-a8a9-db7a35e14a7a · outbound

This paper cites A Circumplex Model of Affect.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP A Circumplex Model of Affect

Reference 33

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.085710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d1125b13-9797-4b16-892c-67c26da8a34d · outbound

This paper cites Linking Brain–Heart Interactions to Emotional Arousal in Immersive Virtual Reality.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Linking Brain–Heart Interactions to Emotional Arousal in Immersive Virtual Reality

Reference 34

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.087977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7548a080-9fab-4010-949c-b7dae6089107 · outbound

This paper cites AffectTracker: Real-time Continuous Rating of Affective Experience in Im- mersive Virtual Reality.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP AffectTracker: Real-time Continuous Rating of Affective Experience in Im- mersive Virtual Reality

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.069351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 526c5536-0e38-490d-8449-8707daae1eae · outbound

This paper cites Zenodo, June 6, 2023.DOI:10.5281/zenodo.8262486.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Zenodo, June 6, 2023.DOI:10.5281/zenodo.8262486

Reference 36

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.080682Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 75df1373-8fb5-4a3c-9222-924c4a4e811d · outbound

This paper cites 16.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP 16

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.407309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 15a22171-8743-45d7-969d-271c956030b5 · outbound

This paper cites A Close Look at Decomposition-based XAI-Methods for Transformer Language Models.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP A Close Look at Decomposition-based XAI-Methods for Transformer Language Models

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.812299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4ca1d0af-a91e-4aba-910a-c28bbc1be9ce · outbound

This paper cites Quantifying Attention Flow in Transformers.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Quantifying Attention Flow in Transformers

Reference 39

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T06:27:24.076632Z

Source-reported events for the cited work

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Observation cca737f7-30e4-403a-89fc-66c2c406d55e · outbound

This paper cites A Unified Approach to Interpreting Model Predictions.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP A Unified Approach to Interpreting Model Predictions

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.411524Z

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Observation fb996245-aa0b-4034-a165-a6e04618c559 · outbound

This paper cites Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAy.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAy

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.815052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eedbd48a-4ef6-4f0a-8ce0-fdf0f732a7d3 · outbound

This paper cites Decoupled Weight Decay Regularization.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Decoupled Weight Decay Regularization

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.490651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4f1b3c91-cccc-4381-955f-87f9717f92f9 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 43

Resolution: metadata mismatch; local_arxiv, observed 2026-05-13T06:27:24.083423Z

Source-reported events for the cited work

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Observation c8d68e6e-1029-42f9-a2f7-844f03321131 · outbound

This paper cites July 28, 2016.DOI: 10.48550/arXiv.1603.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP July 28, 2016.DOI: 10.48550/arXiv.1603

Reference 44

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.018372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b6d59d3b-7c78-4548-a952-2d931a2c7d21 · outbound

This paper cites Optimal Spatial Filtering of Single Trial EEG during Imagined Hand Movement.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Optimal Spatial Filtering of Single Trial EEG during Imagined Hand Movement

Reference 45

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.050924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9d87fbf9-fb5f-4592-a7a3-d95303b7d73c · outbound

This paper cites Optimizing Spatial Filters for Robust EEG Single-Trial Analysis.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Optimizing Spatial Filters for Robust EEG Single-Trial Analysis

Reference 46

Resolution: verified exact; doi, observed 2026-05-13T06:27:23.998768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1e82977a-a342-4398-96ea-5d8d200f389b · outbound

This paper cites Decoding Subjective Emotional Arousal from EEG during an Immersive Virtual Reality Experience.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Decoding Subjective Emotional Arousal from EEG during an Immersive Virtual Reality Experience

Reference 47

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.078820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 539d07d8-8392-423f-996e-b72a7c09623c · outbound

This paper cites Merchant, S.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Merchant, S

Reference 48

Resolution: malformed identifier; doi_truncated, observed 2026-05-13T06:27:24.030202Z

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Observation 0a658d41-85d7-404f-94b8-fed17f2d6bb6 · outbound

This paper cites Unmasking Clever Hans Predictors and Assessing What Machines Really Learn.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Unmasking Clever Hans Predictors and Assessing What Machines Really Learn

Reference 49

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Observation 519dbd80-a48f-4a8d-84bc-ef030d6c4880 · outbound

This paper cites Emotionotopy in the Human Right Temporo-Parietal Cortex.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Emotionotopy in the Human Right Temporo-Parietal Cortex

Reference 50

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.066454Z

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Observation 96aa4a43-ba5c-4fcf-ad72-35da2cd2aff0 · outbound

This paper cites Hirnpotentialänderungen bei Willkürbewegungen und passiven Bewegungen des Menschen: Bereitschaftspotential und reafferente Potentiale.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Hirnpotentialänderungen bei Willkürbewegungen und passiven Bewegungen des Menschen: Bereitschaftspotential und reafferente Potentiale

Reference 51

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.052851Z

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Observation c357ff71-b8a6-421c-b90e-e0da01072507 · outbound

This paper cites Distribution of the Human Average Movement Potential.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Distribution of the Human Average Movement Potential

Reference 52

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.036220Z

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Observation 7e4718cc-807d-4710-a89b-ce82fbf17fdf · outbound

This paper cites Preparing to Grasp Emotionally Laden Stimuli.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Preparing to Grasp Emotionally Laden Stimuli

Reference 53

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.044483Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 51c32761-b827-4413-bc30-130bf1a66742 · outbound

This paper cites Emotional Facial Expressions Modulate Pain-Induced Beta and Gamma Oscillations in Sensorimotor Cortex.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Emotional Facial Expressions Modulate Pain-Induced Beta and Gamma Oscillations in Sensorimotor Cortex

Reference 54

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.048995Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b29a393c-3121-4973-993e-3856d665be52 · outbound

This paper cites DEAP: A Database for Emotion Analysis ;Using Physiological Signals.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP DEAP: A Database for Emotion Analysis ;Using Physiological Signals

Reference 55

Resolution: malformed identifier; doi_truncated, observed 2026-05-13T06:27:24.010997Z

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Observation b932adcb-8343-42cc-b9b3-1e3ebf8d4f85 · outbound

This paper cites The Perils and Pitfalls of Block Design for EEG Classification Experiments.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP The Perils and Pitfalls of Block Design for EEG Classification Experiments

Reference 56

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T06:27:24.061554Z

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No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f78ee315-3d37-4320-898e-d333fb01d687 · outbound

This paper cites IEEE Transactions 16 G.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP IEEE Transactions 16 G

Reference 57

Resolution: metadata mismatch; arxiv_id, observed 2026-05-13T06:27:24.001860Z

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Observation 0875aceb-f808-4731-a7f9-8df8a419874d · outbound

This paper cites EEG Foundation Challenge: From Cross-Task to Cross-Subject EEG Decoding.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP EEG Foundation Challenge: From Cross-Task to Cross-Subject EEG Decoding

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.056156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 019d233a-e685-4be8-b67d-e8a112a0051a · outbound

This paper cites Biopeaks: A Graphical User Interface for Feature Extraction from Heart- and Breathing Biosignals.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Biopeaks: A Graphical User Interface for Feature Extraction from Heart- and Breathing Biosignals

Reference 59

Resolution: verified exact; doi, observed 2026-05-13T06:27:24.020433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9933554e-f3a8-4bcf-be4c-aa06d080ef0a · outbound

This paper cites NeuroKit2: A Python Toolbox for Neurophysiological Signal Processing.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP NeuroKit2: A Python Toolbox for Neurophysiological Signal Processing

Reference 60

Resolution: malformed identifier; raw_fallback, observed 2026-05-13T09:22:34.415139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 567555d2-edae-4a05-8305-8359e7838d94 · outbound

This paper cites Rethinking the Inception Architecture for Computer Vision.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Rethinking the Inception Architecture for Computer Vision

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-13T06:27:24.064378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e37e6c30-3074-4380-8454-ec52c272b5e2 · outbound

This paper cites Scikit-Learn: Machine Learning in Python.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Scikit-Learn: Machine Learning in Python

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.427921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 98090169-5eb7-4888-931f-599430ab2e02 · outbound

This paper cites an unresolved cited work.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-05-13T09:22:34.431668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation b2f041e6-04c4-46b0-8997-d6cfd7ebbb8d · outbound

This paper cites Optuna: A next-Generation Hyperparameter Optimization Framework.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Optuna: A next-Generation Hyperparameter Optimization Framework

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-05-13T09:22:34.423507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0f56e462-5d06-4ecb-a9dd-4544a5ea0f04 · outbound

This paper cites Tree-Structured Parzen Estimator: Understanding Its Algorithm Components and Their Roles for Better Empirical Performance.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Tree-Structured Parzen Estimator: Understanding Its Algorithm Components and Their Roles for Better Empirical Performance

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-06-02T03:03:57.525930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4525f0cd-b04b-4f7f-8c72-f16489b93855 · outbound

This paper cites Affective.

From Clever Hans to Scientific Discovery: Interpreting EEG Foundational Transformers with LRP Affective

Reference 66

Resolution: malformed identifier; raw_fallback, observed 2026-05-13T09:22:34.435467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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