Cognitive Load Estimation Using Brain Foundation Models and Interpretability for BCIs
Deeksha M Shama, Dimitra Emmanouilidou, Ivan Tashev
International Conference on Acoustics, Speech, and Signal Processing | May 2026
Brain-Computer Interfaces
论文与出版物
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Functional Near-Infrared Spectroscopy Feature Extraction with Application in Workload Estimation
Elisabeth R. M. Heremans, David Johnston, Dimitra Emmanouilidou, Andre Golard, Ivan Tashev, Ryen White
ICASSP | April 2025
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Automated Feature Engineering for Single-Trial EEG and Eye-Tracking Classification in Predictive Text Interfaces
Ard Kastrati, R. Michael Winters, Nemanja Djuric, Ivan Tashev, Yu-Te Wang
13th International Winter Conference on Brain-Computer Interface (BCI) | February 2025
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Whispering Wearables: Multimodal Approach to Silent Speech Recognition with Head-Worn Devices
Tanmay Srivastava, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Teresa LaScala, Ivan Tashev
International Conference on Multimodal Interaction | November 2024
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Physiological feedback for predictive models
Yu-Te Wang, Nemanja Djuric, Ivan Tashev, Raymond Michael Winters, Dimitra Emmanouilidou, Hannes Gamper
September 2024
U.S. Patent | September 2024
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Workload estimator using EEG and eye-tracking
Ivan Tashev, Christine Beauchene, R. Michael Winters, Yu Te Wang, David Johnston, Nathaniel Bridges, Justin R. Estepp
EMBC 2024 | July 2024
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Evaluating the Feasibility of Visual Imagery for an EEG-Based Brain–Computer Interface
Justin Kilmarx, Ivan Tashev, José del R. Millán, James Sulzer, Jarrod Lewis-Peacock
IEEE Transactions on Neural Systems and Rehabilitation Engineering | June 2024, 第 32 卷: pp. 2209-2219
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EEG and Eye-Tracking Error-Related Responses During Predictive Text Interactions: A BCI Case Study
Sophia K. Mehdizadeh, Ed Cutrell, R. Michael Winters, Nemanja Djuric, Yang Cheng, Ivan Tashev, Yu Te Wang
International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC ’23) | December 2023
-
TongueTap: Multimodal Tongue Gesture Recognition with Head-Worn Devices
Tan Gemicioglu, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Ivan Tashev
25th ACM International Conference on Multimodal Interaction | October 2023
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Adaptive Training System
Ivan Tashev, R. Michael Winters, Yu-Te Wang, David Johnston, Nathaniel Bridges
RAPiD | September 2023
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Towards a Better Scoring
Ivan Tashev, R. Michael Winters, Yu-Te Wang, David Johnston, Justin Estepp, Nathaniel Bridges
RAPiD | September 2023
-
Gaze & Tongue: A Subtle, Hands-Free Interaction for Head-Worn Devices
Tan Gemicioglu, R. Michael Winters, Yu-Te Wang, Thom Gable, Ann Paradiso, Ivan Tashev
CHI EA ’23: Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems | April 2023
Finalist – Best Interactivity Demo
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On the Effect of Size and Contrast of the SSVEP Visual Stimuations on Classification Accuracy and User-Friendliness in Virtual Reality
Hakim Si-Mohammed, Christian Holz, Andrew D. Wilson, Hannes Gamper, Adrian KC Lee, Dimitra Emmanouilidou, Ed Cutrell, Ivan Tashev
International Winter Conference on Brain-Computer Interface | February 2023
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Periodic motion-based visual stimulus
Andrew D. Wilson, Ivan Tashev, Hannes Gamper, Ed Cutrell, David Johnston, Dimitra Emmanouilidou
MSR-TR-2022-37 | November 2022
作者：Microsoft
US-20220365599-A1
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Modelling the Training Process
Ivan Tashev, R. Michael Winters, Yu-Te Wang, David Johnston, Alexander Reyes, Justin Estepp
IEEE RAPiD | September 2022
-
Investigating Visual Imagery as a BCI Control Strategy: A Pilot Study
Justin Kilmarx, Hannes Gamper, Dimitra Emmanouilidou, David Johnston, Ed Cutrell, Andrew D. Wilson, Ivan Tashev
February 2022
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Decoding Music Attention from “EEG Headphones”: A User-Friendly Auditory Brain-Computer Interface
Winko W. An, Barbara Shinn-Cunningham, Hannes Gamper, Dimitra Emmanouilidou, David Johnston, Mihai Jalobeanu, Ed Cutrell, Andrew D. Wilson, Kuan-Jung Chiang, Ivan Tashev
ICASSP 2021 | June 2021
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A Closed-loop Adaptive Brain-computer Interface Framework: Improving the Classifier with the Use of Error-related Potentials
Kuan-Jung Chiang, Dimitra Emmanouilidou, Hannes Gamper, David Johnston, Mihai Jalobeanu, Ed Cutrell, Andrew D. Wilson, Winko An, Ivan Tashev
International IEEE/EMBS Conference on Neural Engineering | May 2021
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Stress Monitoring using Multimodal Bio-sensing Headset
Joong Hoon Lee, Hannes Gamper, Ivan Tashev, Steven Dong, Siyuan Ma, Jacquelin Remaley, James D. Holbery, Sang Ho Yoon
CHI Conference on Human Factors in Computing Systems Extended Abstracts (CHI’20 Extended Abstracts) | April 2020
-
Decoding auditory and tactile attention for use in an EEG-based brain-computer interface
Winko W. An, Hakim Si-Mohammed, Nicholas Huang, Hannes Gamper, Adrian KC Lee, Christian Holz, David Johnston, Mihai Jalobeanu, Dimitra Emmanouilidou, Ed Cutrell, Andrew D. Wilson, Ivan Tashev
International Winter Conference on Brain-Computer Interface | February 2020
-
-
-
Cognitive Load Estimation Using Brain Foundation Models and Interpretability for BCIs
Deeksha M Shama, Dimitra Emmanouilidou, Ivan Tashev
International Conference on Acoustics, Speech, and Signal Processing | May 2026
-
Functional Near-Infrared Spectroscopy Feature Extraction with Application in Workload Estimation
Elisabeth R. M. Heremans, David Johnston, Dimitra Emmanouilidou, Andre Golard, Ivan Tashev, Ryen White
ICASSP | April 2025
-
Automated Feature Engineering for Single-Trial EEG and Eye-Tracking Classification in Predictive Text Interfaces
Ard Kastrati, R. Michael Winters, Nemanja Djuric, Ivan Tashev, Yu-Te Wang
13th International Winter Conference on Brain-Computer Interface (BCI) | February 2025
-
Whispering Wearables: Multimodal Approach to Silent Speech Recognition with Head-Worn Devices
Tanmay Srivastava, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Teresa LaScala, Ivan Tashev
International Conference on Multimodal Interaction | November 2024
-
Physiological feedback for predictive models
Yu-Te Wang, Nemanja Djuric, Ivan Tashev, Raymond Michael Winters, Dimitra Emmanouilidou, Hannes Gamper
September 2024
U.S. Patent | September 2024
-
EEG and Eye-Tracking Error-Related Responses During Predictive Text Interactions: A BCI Case Study
Sophia K. Mehdizadeh, Ed Cutrell, R. Michael Winters, Nemanja Djuric, Yang Cheng, Ivan Tashev, Yu Te Wang
International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC ’23) | December 2023
-
TongueTap: Multimodal Tongue Gesture Recognition with Head-Worn Devices
Tan Gemicioglu, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Ivan Tashev
25th ACM International Conference on Multimodal Interaction | October 2023
-
Towards a Better Scoring
Ivan Tashev, R. Michael Winters, Yu-Te Wang, David Johnston, Justin Estepp, Nathaniel Bridges
RAPiD | September 2023
-
Adaptive Training System
Ivan Tashev, R. Michael Winters, Yu-Te Wang, David Johnston, Nathaniel Bridges
RAPiD | September 2023
-
Gaze & Tongue: A Subtle, Hands-Free Interaction for Head-Worn Devices
Tan Gemicioglu, R. Michael Winters, Yu-Te Wang, Thom Gable, Ann Paradiso, Ivan Tashev
CHI EA ’23: Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems | April 2023
Finalist – Best Interactivity Demo
-
On the Effect of Size and Contrast of the SSVEP Visual Stimuations on Classification Accuracy and User-Friendliness in Virtual Reality
Hakim Si-Mohammed, Christian Holz, Andrew D. Wilson, Hannes Gamper, Adrian KC Lee, Dimitra Emmanouilidou, Ed Cutrell, Ivan Tashev
International Winter Conference on Brain-Computer Interface | February 2023
-
Periodic motion-based visual stimulus
Andrew D. Wilson, Ivan Tashev, Hannes Gamper, Ed Cutrell, David Johnston, Dimitra Emmanouilidou
MSR-TR-2022-37 | November 2022
作者：Microsoft
US-20220365599-A1
-
Modelling the Training Process
Ivan Tashev, R. Michael Winters, Yu-Te Wang, David Johnston, Alexander Reyes, Justin Estepp
IEEE RAPiD | September 2022
-
Decoding Music Attention from “EEG Headphones”: A User-Friendly Auditory Brain-Computer Interface
Winko W. An, Barbara Shinn-Cunningham, Hannes Gamper, Dimitra Emmanouilidou, David Johnston, Mihai Jalobeanu, Ed Cutrell, Andrew D. Wilson, Kuan-Jung Chiang, Ivan Tashev
ICASSP 2021 | June 2021
-
-
-
Functional Near-Infrared Spectroscopy Feature Extraction with Application in Workload Estimation
Elisabeth R. M. Heremans, David Johnston, Dimitra Emmanouilidou, Andre Golard, Ivan Tashev, Ryen White
ICASSP | April 2025
-
Automated Feature Engineering for Single-Trial EEG and Eye-Tracking Classification in Predictive Text Interfaces
Ard Kastrati, R. Michael Winters, Nemanja Djuric, Ivan Tashev, Yu-Te Wang
13th International Winter Conference on Brain-Computer Interface (BCI) | February 2025
-
Whispering Wearables: Multimodal Approach to Silent Speech Recognition with Head-Worn Devices
Tanmay Srivastava, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Teresa LaScala, Ivan Tashev
International Conference on Multimodal Interaction | November 2024
-
EEG and Eye-Tracking Error-Related Responses During Predictive Text Interactions: A BCI Case Study
Sophia K. Mehdizadeh, Ed Cutrell, R. Michael Winters, Nemanja Djuric, Yang Cheng, Ivan Tashev, Yu Te Wang
International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC ’23) | December 2023
-
Gaze & Tongue: A Subtle, Hands-Free Interaction for Head-Worn Devices
Tan Gemicioglu, R. Michael Winters, Yu-Te Wang, Thom Gable, Ann Paradiso, Ivan Tashev
CHI EA ’23: Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems | April 2023
Finalist – Best Interactivity Demo
-
Decoding Music Attention from “EEG Headphones”: A User-Friendly Auditory Brain-Computer Interface
Winko W. An, Barbara Shinn-Cunningham, Hannes Gamper, Dimitra Emmanouilidou, David Johnston, Mihai Jalobeanu, Ed Cutrell, Andrew D. Wilson, Kuan-Jung Chiang, Ivan Tashev
ICASSP 2021 | June 2021
-
Decoding auditory and tactile attention for use in an EEG-based brain-computer interface
Winko W. An, Hakim Si-Mohammed, Nicholas Huang, Hannes Gamper, Adrian KC Lee, Christian Holz, David Johnston, Mihai Jalobeanu, Dimitra Emmanouilidou, Ed Cutrell, Andrew D. Wilson, Ivan Tashev
International Winter Conference on Brain-Computer Interface | February 2020
-
-
-
EEG and Eye-Tracking Error-Related Responses During Predictive Text Interactions: A BCI Case Study
Sophia K. Mehdizadeh, Ed Cutrell, R. Michael Winters, Nemanja Djuric, Yang Cheng, Ivan Tashev, Yu Te Wang
International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC ’23) | December 2023
-
Stress Monitoring using Multimodal Bio-sensing Headset
Joong Hoon Lee, Hannes Gamper, Ivan Tashev, Steven Dong, Siyuan Ma, Jacquelin Remaley, James D. Holbery, Sang Ho Yoon
CHI Conference on Human Factors in Computing Systems Extended Abstracts (CHI’20 Extended Abstracts) | April 2020
-
-
-
Functional Near-Infrared Spectroscopy Feature Extraction with Application in Workload Estimation
Elisabeth R. M. Heremans, David Johnston, Dimitra Emmanouilidou, Andre Golard, Ivan Tashev, Ryen White
ICASSP | April 2025
-
Whispering Wearables: Multimodal Approach to Silent Speech Recognition with Head-Worn Devices
Tanmay Srivastava, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Teresa LaScala, Ivan Tashev
International Conference on Multimodal Interaction | November 2024
-
TongueTap: Multimodal Tongue Gesture Recognition with Head-Worn Devices
Tan Gemicioglu, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Ivan Tashev
25th ACM International Conference on Multimodal Interaction | October 2023
-
On the Effect of Size and Contrast of the SSVEP Visual Stimuations on Classification Accuracy and User-Friendliness in Virtual Reality
Hakim Si-Mohammed, Christian Holz, Andrew D. Wilson, Hannes Gamper, Adrian KC Lee, Dimitra Emmanouilidou, Ed Cutrell, Ivan Tashev
International Winter Conference on Brain-Computer Interface | February 2023
-
Modelling the Training Process
Ivan Tashev, R. Michael Winters, Yu-Te Wang, David Johnston, Alexander Reyes, Justin Estepp
IEEE RAPiD | September 2022
-
-
-
Whispering Wearables: Multimodal Approach to Silent Speech Recognition with Head-Worn Devices
Tanmay Srivastava, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Teresa LaScala, Ivan Tashev
International Conference on Multimodal Interaction | November 2024
-
Workload estimator using EEG and eye-tracking
Ivan Tashev, Christine Beauchene, R. Michael Winters, Yu Te Wang, David Johnston, Nathaniel Bridges, Justin R. Estepp
EMBC 2024 | July 2024
-
Evaluating the Feasibility of Visual Imagery for an EEG-Based Brain–Computer Interface
Justin Kilmarx, Ivan Tashev, José del R. Millán, James Sulzer, Jarrod Lewis-Peacock
IEEE Transactions on Neural Systems and Rehabilitation Engineering | June 2024, 第 32 卷: pp. 2209-2219
-
Investigating Visual Imagery as a BCI Control Strategy: A Pilot Study
Justin Kilmarx, Hannes Gamper, Dimitra Emmanouilidou, David Johnston, Ed Cutrell, Andrew D. Wilson, Ivan Tashev
February 2022
-
A Closed-loop Adaptive Brain-computer Interface Framework: Improving the Classifier with the Use of Error-related Potentials
Kuan-Jung Chiang, Dimitra Emmanouilidou, Hannes Gamper, David Johnston, Mihai Jalobeanu, Ed Cutrell, Andrew D. Wilson, Winko An, Ivan Tashev
International IEEE/EMBS Conference on Neural Engineering | May 2021
-
-
-
TongueTap: Multimodal Tongue Gesture Recognition with Head-Worn Devices
Tan Gemicioglu, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Ivan Tashev
25th ACM International Conference on Multimodal Interaction | October 2023
-
-
-
Periodic motion-based visual stimulus
Andrew D. Wilson, Ivan Tashev, Hannes Gamper, Ed Cutrell, David Johnston, Dimitra Emmanouilidou
MSR-TR-2022-37 | November 2022
作者：Microsoft
US-20220365599-A1
-
-
-
Cognitive Load Estimation Using Brain Foundation Models and Interpretability for BCIs
Deeksha M Shama, Dimitra Emmanouilidou, Ivan Tashev
International Conference on Acoustics, Speech, and Signal Processing | May 2026
-
Functional Near-Infrared Spectroscopy Feature Extraction with Application in Workload Estimation
Elisabeth R. M. Heremans, David Johnston, Dimitra Emmanouilidou, Andre Golard, Ivan Tashev, Ryen White
ICASSP | April 2025
-
Automated Feature Engineering for Single-Trial EEG and Eye-Tracking Classification in Predictive Text Interfaces
Ard Kastrati, R. Michael Winters, Nemanja Djuric, Ivan Tashev, Yu-Te Wang
13th International Winter Conference on Brain-Computer Interface (BCI) | February 2025
-
Whispering Wearables: Multimodal Approach to Silent Speech Recognition with Head-Worn Devices
Tanmay Srivastava, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Teresa LaScala, Ivan Tashev
International Conference on Multimodal Interaction | November 2024
-
Workload estimator using EEG and eye-tracking
Ivan Tashev, Christine Beauchene, R. Michael Winters, Yu Te Wang, David Johnston, Nathaniel Bridges, Justin R. Estepp
EMBC 2024 | July 2024
-
EEG and Eye-Tracking Error-Related Responses During Predictive Text Interactions: A BCI Case Study
Sophia K. Mehdizadeh, Ed Cutrell, R. Michael Winters, Nemanja Djuric, Yang Cheng, Ivan Tashev, Yu Te Wang
International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC ’23) | December 2023
-
TongueTap: Multimodal Tongue Gesture Recognition with Head-Worn Devices
Tan Gemicioglu, R. Michael Winters, Yu-Te Wang, Thomas M. Gable, Ivan Tashev
25th ACM International Conference on Multimodal Interaction | October 2023
-
Towards a Better Scoring
Ivan Tashev, R. Michael Winters, Yu-Te Wang, David Johnston, Justin Estepp, Nathaniel Bridges
RAPiD | September 2023
-
Adaptive Training System
Ivan Tashev, R. Michael Winters, Yu-Te Wang, David Johnston, Nathaniel Bridges
RAPiD | September 2023
-
Gaze & Tongue: A Subtle, Hands-Free Interaction for Head-Worn Devices
Tan Gemicioglu, R. Michael Winters, Yu-Te Wang, Thom Gable, Ann Paradiso, Ivan Tashev
CHI EA ’23: Extended Abstracts of the 2023 CHI Conference on Human Factors in Computing Systems | April 2023
Finalist – Best Interactivity Demo
-
On the Effect of Size and Contrast of the SSVEP Visual Stimuations on Classification Accuracy and User-Friendliness in Virtual Reality
Hakim Si-Mohammed, Christian Holz, Andrew D. Wilson, Hannes Gamper, Adrian KC Lee, Dimitra Emmanouilidou, Ed Cutrell, Ivan Tashev
International Winter Conference on Brain-Computer Interface | February 2023
-
Modelling the Training Process
Ivan Tashev, R. Michael Winters, Yu-Te Wang, David Johnston, Alexander Reyes, Justin Estepp
IEEE RAPiD | September 2022
-
Investigating Visual Imagery as a BCI Control Strategy: A Pilot Study
Justin Kilmarx, Hannes Gamper, Dimitra Emmanouilidou, David Johnston, Ed Cutrell, Andrew D. Wilson, Ivan Tashev
February 2022
-
Decoding Music Attention from “EEG Headphones”: A User-Friendly Auditory Brain-Computer Interface
Winko W. An, Barbara Shinn-Cunningham, Hannes Gamper, Dimitra Emmanouilidou, David Johnston, Mihai Jalobeanu, Ed Cutrell, Andrew D. Wilson, Kuan-Jung Chiang, Ivan Tashev
ICASSP 2021 | June 2021
-
A Closed-loop Adaptive Brain-computer Interface Framework: Improving the Classifier with the Use of Error-related Potentials
Kuan-Jung Chiang, Dimitra Emmanouilidou, Hannes Gamper, David Johnston, Mihai Jalobeanu, Ed Cutrell, Andrew D. Wilson, Winko An, Ivan Tashev
International IEEE/EMBS Conference on Neural Engineering | May 2021
-
Stress Monitoring using Multimodal Bio-sensing Headset
Joong Hoon Lee, Hannes Gamper, Ivan Tashev, Steven Dong, Siyuan Ma, Jacquelin Remaley, James D. Holbery, Sang Ho Yoon
CHI Conference on Human Factors in Computing Systems Extended Abstracts (CHI’20 Extended Abstracts) | April 2020
-
Decoding auditory and tactile attention for use in an EEG-based brain-computer interface
Winko W. An, Hakim Si-Mohammed, Nicholas Huang, Hannes Gamper, Adrian KC Lee, Christian Holz, David Johnston, Mihai Jalobeanu, Dimitra Emmanouilidou, Ed Cutrell, Andrew D. Wilson, Ivan Tashev
International Winter Conference on Brain-Computer Interface | February 2020
-
-
-
Physiological feedback for predictive models
Yu-Te Wang, Nemanja Djuric, Ivan Tashev, Raymond Michael Winters, Dimitra Emmanouilidou, Hannes Gamper
September 2024
U.S. Patent | September 2024
-
-
-
Evaluating the Feasibility of Visual Imagery for an EEG-Based Brain–Computer Interface
Justin Kilmarx, Ivan Tashev, José del R. Millán, James Sulzer, Jarrod Lewis-Peacock
IEEE Transactions on Neural Systems and Rehabilitation Engineering | June 2024, 第 32 卷: pp. 2209-2219
-
-
-
Periodic motion-based visual stimulus
Andrew D. Wilson, Ivan Tashev, Hannes Gamper, Ed Cutrell, David Johnston, Dimitra Emmanouilidou
MSR-TR-2022-37 | November 2022
作者：Microsoft
US-20220365599-A1
-