张洳源
副研究员电子邮箱:ruyuanzhang@sjtu.edu.cn
通讯地址:上海市徐汇区华山路1954号上海交通大学中院112
张洳源博士目前担任今年世俱杯赛程时间表和上海交通大学医学院附属精神卫生中心双聘课题组长,领导认知计算神经科学和脑影像课题组。张洳源本科毕业于北京大学心理与认知科学学院,博士毕业于罗切斯特大学脑与认知科学系,其后在明尼苏达大学和美国国立健康研究院从事博士后科研工作。张洳源长期致力于脑科学与类脑智能的交叉研究,综合运用心理物理学、贝叶斯概率模型、深度学习模型、神经调控以及核磁共振等研究手段,探索人脑和人工智能的神经计算机制。以第一或者通讯作者(含共同)在Nature Human Behaviour、PNAS、eLife、J Neurosci、Neuroimage、PLoS Comput Biol等杂志发表认知神经科学论文。张洳源的类脑计算研究还在世界顶级机器学习会议(中国计算机A类)ICML和IJCAI发表。张洳源目前担任BMC Neuroscience、Psychoradiology、Brain-X等杂志编委,还担任eLife, Cerebral Cortex等脑科学杂志和ICML, NeurIPS, IJCAI, ICLR, CVPR等世界顶级机器学习会议审稿人和NeurIPS 2024的Area Chair。张洳源的研究先后受到国家自然科学基金、科技部项目和上海市自然科学基金等项目的支持。张洳源先后获得上海市浦江人才计划、上海市海外领军人才青年项目和上海市科技青年35人引领计划提名奖。
1. 计算视觉神经科学
2. 深度学习和人脑视觉加工
3. 人脑和机器的学习和决策
4. 计算精神病学
2006-2010,北京大学,心理与认知科学学院,本科
2010-2016,罗切斯特大学,脑与认知科学系,博士
2016.03-2019.12 明尼苏达大学,核磁共振研究中心,博士后
2020.01-2020.09 美国国立健康研究院,博士后
2020.09-至今 上海交通大学,副研究员
Li, S.R., Li, Y.N.*, Zhang, R.Y.*. (2024). Commentary: Reconstructing continuous language from brain signals measured by functional magnetic resonance imaging. Brain-X (accepted).
Teng, X.*, Zhang, R.Y.*. (2024). Sequential Temporal Anticipation Characterized by Neural Power Modulation and in Recurrent Neural Networks. eLife (accepted).
Yang, L., Zhang, R.Y., Wang, Y., Xie, X. (2024). MMA: Multi-Modal Adapter for Vision-Language Models. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 23826-23837. Link, PDF
Fang, Z., Zhao, M., Xu, T., Li, Y., Xie, H., Quan, P., Geng, H., Zhang, R.Y.*. (2024) Individuals with anxiety and depression use atypical decision strategies in an uncertain world. eLife. Link, PDF
Yang, L., Zhen, H., Li, L., Li, Y., Zhang, H., Xie, X., Zhang, R.Y.*. (2023). Functional diversity of visual cortex improves constraint-free natural image reconstruction from human brain activity. Fundamental Research (in press). Link, PDF
Wang, Q.*, Wang, Q., Zhang, R.Y.*. (2023). Claim causality with clarity. Psychoradiology, 3, 1-4. Link, PDF
Cheng, Z.J.#, Yang, L.#, Zhang, W.H., Zhang, R.Y.*. (2023). Representational geometries reveal differential effects of response correlations on population codes in neurophysiology and functional magnetic resonance imaging. Journal of Neuroscience, 43(24) 4498-4512. Link, PDF.
Zhao, S., You, H., Zhang, R.Y., Si, B., Zhen, Z., Wan, X., Wang, D.H. (2023). An interpretable neuro-symbolic model on raven’s progressive matrices reasoning. Cognitive Computation, 1-22. Link, PDF
Kuang, Y., Ma, D., Lan, Z.H., Zeng, S.H., Li, Y., Shang, M., Zhang, R.Y., Wang, L.H., Zhao, B.L., Li, W.D. (2023). The rapid change of mental health in college students after on-campus quarantine in Shanghai 2022 Covid lockdown. Frontiers in Public Health, 11, 1132575. Link, PDF
Yang, L., You, H., Zhen, Z., Wang, D-H., Wan, X., Xie, X., Zhang, R.Y.*. (2023). Neural prediction errors enable abstract analogical reasoning in human standard intelligence tests. In International Conference on Machine Learning (ICML). PMLR. Link, PDF.
Xu, Y.#, Yang, L.#, You, H., Zhen, Z., Wang, D-H., Wan, X., Xie, X., Zhang, R.Y.*. (2023). RuleMatch: matching abstract rules for semi-supervised learning of human standard intelligence tests. In Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI). Link, PDF.
Kong, L.#, Qiu, S.#, Chen, Y., He, Z., Huang, P., He, Q., Zhang, R.Y., Feng, X-Q, Deng, L, Li, Y, Yan, F., Yang, G-Z., Feng, Y. (2023). Assessment of vibration modulated regional cerebral blood flow with MRI. NeuroImage, 119934. Link, PDF
Y, A., Lu, W., Wang, S., You, H., Zhang, R.Y., Wang, D.H., Zhen, Z., Wan, X. (2022). Visual perception inference on raven’s progressive matrices by semi-supervised contrastive learning. In Chinese International Conference on Artificial Intelligence (CICAI, best student paper award). PDF
Grier, M.D., Yacoub, E., Adriany, G., Lagore, R.L., Harel, N., Zhang, R. Y., Lenglet, C., Ugurbil, K., Zimmermann*, J., Heibronner, S.R*. (2022). Ultra-high field (10.5T) diffusion-weighted MRI of the macaque brain. NeuroImage, 119200. Link, PDF
Geng, H., Chen, J.*, Hu, C.P., Jin, J, Li, Y., Hu, X., Zhang, R.Y.*, Zhang, L. (2022). Promoting computational psychiatry in China. Nature Human Behavior, 1-3. Link, PDF
Zhao, Y., Ma, T., Ran, X., Zhang, L., Zhang, R. Y.*, Ku, Y.* (2021). Atypically larger variability of resource allocation accounts for visual working memory deficits in schizophrenia. PLoS computational biology, 17(11): e1009544. Link, PDF
Zhang, R. Y.#, Chopin, A.#, Shibata, K., Lu, Z. L., Jaeggi, S., Buschkuehl, M., Green, C.S., & Bavelier, D. (2021). Action video game play facilitates 'learning to learn'. Communications biology, 4, 1154. Link, PDF
Zhang, C., Duan, X., Wang, L., Li, Y., Yan, B., Hu, G., Zhang, R. Y.*, Tong, L*. (2021). Dissociable neural representations of adversarially perturbed images in deep neural networks and the human brain. Frontiers in Neuroinformatics, 15, 677925. Link, PDF
Yang, L., Zhang, R. Y., Li, L., Xie, X. (2021). SimAM: a simple, parameter-free attention module for convolutional neural networks. International Conference on Machine Learning (ICML). Link, PDF
Kishimoto, T., Wen, X., Li, M., Zhang, R. Y., Yao, N., Huang, Y., Qian, M. (2021). Vigilance-avoidance toward negative faces in social anxiety with and without comorbid depression. Frontiers in Psychiatry, 12, 410. Link, PDF
Barbot, A., Park, W. J., Zhang, R. Y., Ng, C., Huxlin, K. R., Tadin, D., Yoon, G. (2021). Functional reallocation of sensory processing resources caused by long-term neural adaptation to altered optics. eLife, 10, e58734. Link, PDF
Liu, S., Zhang, R. Y., & Kishimoto, T. (2021). Analysis and prospect of clinical psychology based on topic models: hot research topics and scientific trends in the latest decades. Psychology, health & medicine, 26(4), 395-407. Link, PDF
Kay, K., Jamison, K. W., Zhang, R. Y., & Uğurbil, K. (2020). A temporal decomposition method for removing venous effects from task-based fMRI. Nature Methods, 17(10), 1033-1039. Link, PDF
Zhang, R. Y.*, Wei, X. X., & Kay, K. (2020). Understanding multivariate brain activity: evaluating the effect of voxelwise noise correlations on population codes in functional magnetic resonance imaging. PLoS computational biology, 16(8), e1008153. Link, PDF
Zhang, R. Y.*, & Kay, K. (2020). Flexible top-down modulation in human ventral temporal cortex. NeuroImage, 218, 116964. Link, PDF
Margalit, E., Jamison, K. W., Weiner, K. S., Vizioli, L.,Zhang, R. Y., Kay, K. N., & Grill-Spector, K. (2020). Ultra-high-resolution fMRI of human ventral temporal cortex reveals differential representation of categories and domains. Journal of Neuroscience, 40(15), 3008-3024. Link, PDF
Yao, S., Akter, F., Zhang, R. Y., Li, Z. (2020). Letter to the Editor. Structural retinotopic analysis at 7-Tesla MRI in pituitary macroadenomas. Journal of Neurosurgery, 133(5), 1622-1624. Link, PDF
Yao, S., Lin, P., Vera, M., Akter, F., Zhang, R. Y., Zeng, A., Golby, A.J., Xu, G., Tie, Y., & Song, J. (2020). Hormone levels are related to functional compensation in prolactinomas: a resting-state fMRI study. Journal of the Neurological Science, 411, 116720. Link, PDF
Zhang, R. Y.*, Wei, X.X., Teng, X., Kay, K. (2019). Trial-by-trial voxelwise noise correlations improve population coding of orientation in human V1. Proceedings of Conference on Cognitive Computational Neuroscience (CCN2019). PDF
Zhang, C., Qiao, K., Wang, L., Tong, L., Hu, G.,Zhang, R. Y.*, & Yan, B*. (2019). A visual encoding model based on deep neural networks and transfer learning. Journal of Neuroscience Methods, 325, 108318. Link, PDF
Fang, W., Zhang, R. Y., Zhao, Y., Wang, L., & Zhou, Y. D. (2019). Attenuation of pain perception induced by the rubber hand illusion. Frontiers in Neuroscience, 13, 261. Link, PDF
Kay, K., Jamison, K. W., Vizioli, L., Zhang, R. Y., Margalit, E., & Ugurbil, K. (2019). A critical assessment of data quality and venous effects in ultra-high-resolution fMRI. NeuroImage, 189, 847-869. Link, PDF.
Zhang, R. Y.*, & Tadin, D. (2019). Disentangling locus of perceptual learning in the visual hierarchy of motion processing. Scientific reports, 9(1), 1-10. Link, PDF, Supp
Zhang, R. Y.*, & Kay, K. (2018). The impact of noise correlation on multivariate pattern classification in fMRI. Proceedings of Conference on Cognitive Computational Neuroscience (CCN2018). PDF
Zhang, C., Duan, X., Zhang, R. Y.*, Tong, L*. (2018). Representation of adversarial images in deep neural networks and the human brain. Proceedings of Conference on Cognitive Computational Neuroscience (CCN2018). PDF
Zhao, Y., Ran, X., Zhang, L., Zhang, R. Y.*, Ku, Y*. (2018). Modeling visual working memory in Schizophrenia. Proceedings of Conference on Cognitive Computational Neuroscience (CCN2018). PDF
Park, W. J., Schauder, K. B., Zhang, R. Y., Bennetto, L., & Tadin, D. (2017). Elevated internal noise and poor external noise filter limit perception in autism spectrum disorder. Scientific reports, 7(1), 1-12. Link, PDF
Zhang, R. Y., Engel, S. A., & Kay, K. (2017). Binocular Rivalry: a window into cortical competition and suppression. Journal of Indian Institute of Sciences, 97(4), 477-485. Link, PDF
Zhang, R. Y.*, Kay, K. (2017). Attentional field model does not explain task-dependent spatial representation in human ventral temporal cortex. Proceedings of Conference on Cognitive Computational Neuroscience (CCN2017). PDF
Nyquist, J. B., Lappin, J. S., Zhang, R. Y., & Tadin, D. (2016). Perceptual training yields rapid improvements in visually impaired youth. Scientific reports, 6(1), 1-13. Link, PDF ~Press Release, Science Daily
Cavanaugh, M. R.#, Zhang, R. Y.#, Melnick, M. D., Das, A., Roberts, M., Tadin, D., Carrasco, M., & Huxlin, K. R. (2015). Visual recovery in cortical blindness is limited by high internal noise. Journal of Vision, 15(10), 9-9. Link, PDF
Bejjanki, V. R.#, Zhang, R. Y.#, Li, R., Pouget, A., Green, C. S., Lu, Z. L., & Bavelier, D. (2014). Action video game facilitates development of better perceptual template. Proceedings of the National Academy of Sciences, 111(47), 16961-16966. Link, PDF, Supp, CBS News , Bloomberg
Zhang, R. Y.#, Kwon, O. S.#, & Tadin, D. (2013). Illusory motion of stationary stimuli in visual periphery: evidence for a strong centrifugal prior. Journal of Neuroscience, 33(10), 4415-4423. Link, PDF
国家自然科学基金青年项目,动作视频游戏促进认知训练泛化的计算模型和神经机制, 主持,在研。
上海市浦江人才项目A类,知觉决策的神经计算机制和类脑神经网络,主持,结题。
上海市自然科学基金,精神分裂症视觉工作记忆缺损的神经计算模型,主持,在研
上海市心理健康重点实验室开放基金,孤独症谱系障碍儿童强化学习行为标记研究,主持,在研。
教育部脑机协同信息行为教育部重点实验室,基于无创功能磁共振成像的图像重建脑机接口研究, 主持,在研。
科技部重点研发计划—生物与信息融合(BT 与 IT 融合)重点专项,生物可解释多功能类器官智能系统研究,参与,在研。