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| 1 | Tiny noise,big mistakes:adversarial perturbations induce errors in brain-computer interface spellers显示文摘An electroencephalogram(EEG)-based brain-computer interface(BCI)speller allows a user to input text to a computer by thought.It is particularly useful to severely disabled individuals,e.g.amyotrophic lateral sclerosis patients,who have no other effective means of communication with another person or a computer.Most studies so far focused on making EEG-based BCI spellers faster and more reliable;however,few have considered their security.This study,for the first time,shows that P300 and steady-state visual evoked potential BCI spellers are very vulnerable,i.e.they can be severely attacked by adversarial perturbations,which are too tiny to be noticed when added to EEG signals,but can mislead the spellers to spell anything the attacker wants.The consequence could range from merely user frustration to severe misdiagnosis in clinical applications.We hope our research can attract more attention to the security of EEG-based BCI spellers,and more broadly,EEG-based BCIs,which has received little attention before. | Xiao Zhang Dongrui Wu Lieyun Ding Hanbin Luo Chin-Teng Lin Tzyy-Ping Jung Ricardo Chavarriaga | 2021 | National Science Review2021，8，4： | 2 |
| 2 | Transoral technique for gastrojejunostomy in laparoscopic Roux-en-Y gastric by pass(LRYGBP)can accelerate learning curve and reduce cost显示文摘 | Chavarriaga LF Cook MW White B | 2010 | Obes Surg2010，20，7： | 1 |
| 3 | Single trial analysis of slow cortical potentials: A study on anticipation related potentials 显示文摘 | Garipelli G Chavarriaga R del R Millon J | 2013 | Journal of Neural Engineering2013，10，03： | 1 |
| 4 | Development and application of transgenic technologies in cassava显示文摘 | Taylor N Chavarriaga P Raemakers K | 2004 | Plant MolBiol2004，，56： | 1 |
| 5 | Improvement of somatic embryogenesis and plant recovery in cassava显示文摘 | Helena Mathews C. Schopke R. Carcamo P. Chavarriaga C. Fauquet R. N. Beachy | 1993 | Plant Cell Reports1993，，6： | 1 |
| 6 | Brain- coupled interaction for semi-autonomous navigation of an as- sistive robot 显示文摘 | PERRIN X CHAVARRIAGA R MILLAN J | 2010 | Robotics and Autonomous Systems2010，58，： | 1 |
| 7 | Management of com- plex repair J显示文摘 | Chavarriaga LF Lin E Losken A | 2011 | Visc Surg2011，148，5： | 1 |
| 8 | Development and application of transgenic in cassava显示文摘 | Taylor N Chavarriaga P Raemakers K | 2004 | Plant Molecular Biology2004，56，4： | 1 |
| 9 | Unsupervised adaptation for acceleration-based activity recognition: robustness to sensor displacement and rotation 显示文摘 | CHAVARRIAGA R BAYATI H MILLAN J D | 2013 | Personal and Ubiquitous Computing2013，17，3： | 1 |
| 10 | Detection of self-paced reaching movement intention from EEG signals显示文摘 | Lew E Chavarriaga R Silvoni S | 2012 | Front Neuro- eng2012，5，： | 1 |
| 11 | Microsatellite a-nalysis of demographic genetic structure in fragmented pop-ulations of the tropical tree Symphonia globulifera 显示文摘 | Aldrich P R Hamrick J L Chavarriaga P | 1998 | Mo-lecular Ecology1998，7，： | 1 |
| 12 | Microsatellite analysis of demographic genetic structure in fragmented populations of the tropical tree Symphonia globulifera 显示文摘 | Aldrich PR Hamrick J chavarriaga P Kochert G | 1998 | Molec Ecol1998，7，8： | 1 |
| 13 | Microsatellite analysis of demographic genetic structure in fragmented populations of the tropical tree Symphonia globulifera显示文摘 | PRESTON R A HAMRCIK J L CHAVARRIAGA P | 1998 | Molecular Ecology1998，7，： | 1 |
| 14 | Management of complex abdominal wall defects using acellular porcine dermal collagen显示文摘 | Chavarriaga L F Lin E Losken A | 2010 | The American Surgeon2010，76，1： | 1 |
| 15 | Microsatel- lite analysis of demographic genetic structure in fragmented populations of the tropical tree Symphonia globulifera 显示文摘 | Aldrich P R Hamrick J L Chavarriaga P | 1998 | Molecular Ecology1998，7，： | 1 |
| 16 | Management of complex abdominal wall defects using acellular porcine dermal collagen显示文摘 | Chavarriaga LF Lin E Losken A | 2010 | Am Surg2010，76，1： | 1 |
| 17 | Management of complex ab- dominal wall defects using acellular porcine dermal collagen 显示文摘 | Chavarriaga LF Lin F Losken A | 2010 | Am Surg2010，76，1： | 1 |
| 18 | Microsatellite analysis of demographic genetic structure in fragmented populations of the tropical tree Symphonia globulifera 显示文摘 | ALDRICH P R HAMRICK J L CHAVARRIAGA P | 1998 | Molecular Ecology1998，7，： | 1 |
| 19 | Development and application of transgenic technologies in cassava显示文摘 | TAYLOR N CHAVARRIAGA P RAEMAKERS K | 2004 | Plant Molecular Biology2004，56，4： | 1 |
| 20 | Development and application of transgenic technologies ha cassava 显示文摘 | Taylor N Chavarriaga P Raemakers K | 2004 | Plant Mol Biol2004，56，： | 1 |
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