2024
Sculpting new visual categories into the human brain
Iordan C, Ritvo V, Norman K, Turk-Browne N, Cohen J. Sculpting new visual categories into the human brain. Proceedings Of The National Academy Of Sciences Of The United States Of America 2024, 121: e2410445121. PMID: 39625982, PMCID: PMC11648923, DOI: 10.1073/pnas.2410445121.Peer-Reviewed Original ResearchConceptsHuman brainCategory of visual objectsReal-time functional MRIDomains of cognitionExplicit awarenessNeural biasFunctional MRINeural representationPerceptual distinctivenessVisual categoriesVisual objectsActivity patternsBrainMotor controlResearch paradigmVisual knowledgeParticipantsControl categoryCognitionNeurofeedbackMemoryLearningParadigmCategoriesDecision-making
2022
How Well Do Unsupervised Learning Algorithms Model Human Real-time and Life-long Learning?
Zhuang C, Xiang V, Bai Y, Jia X, Turk-Browne N, Norman K, DiCarlo J, Yamins D. How Well Do Unsupervised Learning Algorithms Model Human Real-time and Life-long Learning? Advances In Neural Information Processing Systems 2022, 35: 22628-22642. PMID: 38435074, PMCID: PMC10906807.Peer-Reviewed Original ResearchSelf-supervised algorithmLearning algorithmsReal-timeStreams of visual inputNeural network modelHuman learning abilitiesMoCo v2Catastrophic forgettingLearning benchmarksLearning capabilityVisual inputReal worldHuman learnersNetwork modelVisual knowledgeLeverage memoryPerformance of modelsAlgorithmHuman performanceBenchmarksNegative samplesContext-sensitiveLearning abilityLearningVision setting