2021
Learning hierarchical sequence representations across human cortex and hippocampus
Henin S, Turk-Browne NB, Friedman D, Liu A, Dugan P, Flinker A, Doyle W, Devinsky O, Melloni L. Learning hierarchical sequence representations across human cortex and hippocampus. Science Advances 2021, 7: eabc4530. PMID: 33608265, PMCID: PMC7895424, DOI: 10.1126/sciadv.abc4530.Peer-Reviewed Original ResearchConceptsOrdinal positionTransitional probabilitiesBrain areasEarliest brain areasGradient of complexityVisual sequencesCortico-hippocampal circuitsNeural representationNeural trackingEarly processingBrain's abilityTemporal regularityStatistical learningAssociative regionsSensory inputLow-level featuresHuman cortexSequence representationParallel computational systemsMultiple levelsComputational systemsIntracranial electrodesCortexHippocampusProcessing
2017
Complementary learning systems within the hippocampus: a neural network modelling approach to reconciling episodic memory with statistical learning
Schapiro AC, Turk-Browne NB, Botvinick MM, Norman KA. Complementary learning systems within the hippocampus: a neural network modelling approach to reconciling episodic memory with statistical learning. Philosophical Transactions Of The Royal Society B Biological Sciences 2017, 372: 20160049. PMID: 27872368, PMCID: PMC5124075, DOI: 10.1098/rstb.2016.0049.Peer-Reviewed Original ResearchConceptsStatistical learningRapid learningComplementary learning systems theoryComplementary learning systemsSequence of itemsEpisodic memoryIndividual episodesCognitive scienceAssociative reactivationTemporal regularityApparent representationIndividual experiencesNeural network modelling approachNeural network modelLearningLearning systemAnatomical pathwaysHippocampusSystems theoryHippocampal projectionsRegion CA1MemoryNetwork modelMemorizationExperience
2013
Attention Is Spontaneously Biased Toward Regularities
Zhao J, Al-Aidroos N, Turk-Browne NB. Attention Is Spontaneously Biased Toward Regularities. Psychological Science 2013, 24: 667-677. PMID: 23558552, PMCID: PMC3734864, DOI: 10.1177/0956797612460407.Peer-Reviewed Original ResearchConceptsTemporal regularityGoal-directed attentionTask-irrelevant stimuliAttentional captureAttentional prioritySpatial attentionGoal relevanceVisual searchLanguage acquisitionFeature attentionIntrinsic salienceExperiment 1Experiment 2Stable aspectsStatistical learningTarget locationSources of informationConventional dichotomyAttentionMemorySalienceStimuliPerceptionLearningRegularity
2012
Shaping of Object Representations in the Human Medial Temporal Lobe Based on Temporal Regularities
Schapiro AC, Kustner LV, Turk-Browne NB. Shaping of Object Representations in the Human Medial Temporal Lobe Based on Temporal Regularities. Current Biology 2012, 22: 1622-1627. PMID: 22885059, PMCID: PMC3443305, DOI: 10.1016/j.cub.2012.06.056.Peer-Reviewed Original ResearchConceptsMedial temporal lobeHuman medial temporal lobeObject representationsStatistical learningTemporal lobeBlood oxygen level-dependent activityCA3/dentate gyrusMultivariate pattern analysisLevel-dependent activityHigh-resolution fMRIRepresentation of objectsPairs of objectsRepresentational similarityVisual streamInitial learningKind of representationPerirhinal cortexParahippocampal cortexTemporal regularitySingle experienceConstituent objectsTemporal structureLearningCortexPattern analysis