余山

余山  /  

  • 职  称: 研究员三级
  • 邮  编: 100190
  • 电子邮件: shan.yu@ia.ac.cn
  • 部门/实验室: 脑图谱与类脑智能实验室
  • 通讯地址: 北京市海淀区中关村东路95号自动化大厦601,100190

个人简历

(1)2000.9-2005.7 中国科学技术大学 博士毕业
(2)2005.8-2014.8 德国马克斯普朗克脑研究所及美国国立精神健康研究所 博士后
(3)2014.9-至今中国科学院自动化研究所 研究员

研究方向

系统与计算神经科学、类脑智能和脑机接口

承担科研项目情况

近五年共主持项目5项,包括国家重点研发计划课题一项、中科院B类先导专项课题一项、科技创新2030-“脑科学与类脑研究”重大计划子课题一项等。

代表论著

1.B Yang, H Liu, T Jiang, S Yu (2024) Fluctuation in cortical excitation/inhibition modulates capability of attention across time scales ranging from hours to seconds. Cerebral Cortex 34(7).

2.Y Cui, C Li, Y Lu, L Ma, L Cheng, L Cao, S Yu & T Jiang (2024) Multimodal Connectivity-based Individual Parcellation and Analysis for Humans and Rhesus Monkeys. IEEE Transactions on Medical Imaging.

3.Z Chen, Y Chen, X Zou, S Yu (2024) Continuous Rotation Group Equivariant Network Inspired by Neural Population Coding. Proceedings of the AAAI Conference on Artificial Intelligence 38(10): 11462-11470

4.K Li, H Chen, J Wan, S Yu (2024) ESDB: Expand The Shrinking Decision Boundary via One-to-Many Information Matching for Continual Learning with Small Memory. IEEE Transactions on Circuits and Systems for Video Technology

5.Y Cui, H Huang, J Liu, M Zhao, C Li, X Han, N Luo, J Gao, DM Yan, C Zhang, T Jiang, S Yu (2024) FFCM-MRF: An accurate and generalizable cerebrovascular segmentation pipeline for humans and rhesus monkeys based on TOF-MRA. Computers in Biology and Medicine 170: 107996

6.TL Ribeiro, P Jendrichovsky, S Yu, et al. (2024) Trial-by-trial variability in cortical responses exhibits scaling of spatial correlations predicted from critical dynamics. Cell Reports 43(2)

7.J Li, D Cao, S Yu, et al. (2024) Theta–Alpha Connectivity in the Hippocampal–Entorhinal Circuit Predicts Working Memory Load. Journal of Neuroscience 44(4)

8.B Yang, H Zhang, T Jiang, S Yu (2023) Natural brain state change with E/I balance shifting toward inhibition is associated with vigilance impairment. iScience 26(10)

9.L Wu, S Mei, S Yu, et al. (2023) Shank3 mutations enhance early neural responses to deviant tones in dogs. Cerebral Cortex 33(20): 10546-10557

10. J He, H Zhang, Y Dang, Y Zhuang, Q Ge, Y Yang, L Xu, X Xia, S Laureys, S Yu, et al. (2023) Electrophysiological characteristics of CM-pf in diagnosis and outcome of patients with disorders of consciousness, Brain Stimulation 16(5): 1522-1532

11. Y Chen, L Guo, S Yu (2023) Emergence of Symbols in Neural Networks for Semantic Understanding and Communication. arXiv preprint arXiv:2304.06377

12. Y Zhang, H Zhu, S Yu (2023) Adaptive Data Augmentation for Contrastive Learning. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)1-5

13. ZP Zhao, C Nie, CT Jiang, SH Cao, KX Tian, XY Han, S Yu, JW Gu (2023) Low-Dose Ketamine-Induced Deficits in Arbitrary Visuomotor Mapping in Monkeys. Eneuro 10(6)

14. L Guo, Y Chen, S Yu, (2023) Out-of-distribution forgetting: vulnerability of continual learning to intra-class distribution shift. arXiv preprint arXiv:2306.00427

15. J Li, D Cao, S Yu, et al. (2023) Functional specialization and interaction in the amygdala-hippocampus circuit during working memory processing. Nature Communications 14 (1), 2921

16. H Yang, WL Shew, S Yu, et al. (2023) Deciphering population neuronal dynamics: from theories to experiments. Frontiers in Systems Neuroscience 17:1193488.

17. F Qin, D Xu, D Zhang, W Pei, X Han, S Yu (2023) Automated Hooking of Biomedical Microelectrode Guided by Intelligent Microscopic Vision. IEEE/ASME Transactions on Mechatronics. DOI: 10.1109/TMECH.2023.3248112

18. Zhu H, Chen Y, Hu G, Yu S (2023) Contrastive Learning via Local Activity. Electronics. 12(1):147.

19. H Zhu, X Li, X Zhao, Y Cao, S Yu (2023) TQ-Net: Mixed Contrastive Representation Learning For Heterogeneous Test Questions. AAAI Workshops

20. Y Cui, H Huang, J Gao, T Jiang, C Zhang, S Yu (2023) Mapping blood traits to structural organization of the brain in rhesus monkeys. Cerebral Cortex 33 (2):247-257

21. H Zhu, Guyue Hu, Yang Chen, S Yu (2023) Information-density Masking Strategy for Mask Image Modelling. IEEE International Conference on Multimedia and Expo (ICME) 1619-1624

22. ZP Zhao, C Nie, CT Jiang, SH Cao, KX Tian, S Yu, JW Gu (2023) Modulating Brain Activity with Invasive Brain–Computer Interface: A Narrative Review. Brain Sciences 13 (1):134

23. B Cui, G Hu, S Yu (2023) RT-Net: replay-and-transfer network for class incremental object detection. Applied Intelligence 53(8): 8864–8878

24. ZX Zhang, B Luo, J Tang, S Yu, A Hussain (2022) Editorial for Special Issue on Brain-inspired Machine Learning. Machine Intelligence Research 19(5):347-349

25. J Li, D Cao, S Yu, et al. (2022) . bioRxiv, 507081

26. W Ren, P Wei, S Yu#, YQ Zhang# (2022) Left-right asymmetry and attractor-like dynamics of dog’s tail wagging during dog-human interactions. iScience 25(8):104747

27. H Zhu, S Yu (2022) Retaining Diverse Information in Contrastive Learning Through Multiple Projectors. IEEE Signal Processing Letters 29:1789-1793

28. K Li, J Wan, S Yu (2022) CKDF: Cascaded knowledge distillation framework for robust incremental learning. IEEE Transactions on Image Processing 31:3825-3837

29. B Cui, H Qu, X Huang, S Yu (2022) Balanced Ranking and Sorting for Class Incremental Object Detection. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2010-2014

30. MS Liu, JQ Gao, GY Hu, GF Hao, TZ Jiang, C Zhang, S Yu (2022) MonkeyTrail: A scalable video-based method for tracking macaque movement trajectory in daily living cages. Zoological Research 43 (3):343

31. J Li, D Cao, V Dimakopoulos, W Shi, S Yu, et al. (2022) Anterior–posterior hippocampal dynamics support working memory processing. Journal of Neuroscience 42(3):443-453

32. Y Xin, T Bai, T Zhang, Y Chen, K Wang, S Yu#, N Liu#, Y Tian# (2022) Electroconvulsive therapy modulates critical brain dynamics in major depressive disorder patients. Brain Stimulation 15 (1):214-225

33. J Hua, Z Yang, T Jiang, S Yu (2021) Pairwise interactions in gene expression determine a hierarchical transcriptional profile in the human brain. Science Bulletin 66 (14):1437-1447

34. M Luo, S Yu (2021) Implementing Inductive Logic into Embedded Industrial Control System with Polynomial Ring on F2. IEEE 45th Annual Computers, Software, and Applications Conference (COMPSAC)

35. H Zhu, S Yu (2021) Intra-class uncertainty loss function for classification. IEEE International Conference on Multimedia and Expo (ICME)

36. SR Miller, S Yu, S Pajevic, D Plenz (2021) Long-term stability of avalanche scaling and integrative network organization in prefrontal and premotor cortex. Network Neuroscience 5 (2):505-526

37. B Cui, G Hu, S Yu (2021) Deepcollaboration: Collaborative generative and discriminative models for class incremental learning. Proceedings of the AAAI Conference on Artificial Intelligence 35(2):1175-1183

38. T Bellay, WL Shew, S Yu, JJ Falco-Walter, D Plenz (2021) Selective participation of single cortical neurons in neuronal avalanches. Frontiers in Neural Circuits 14, 620052

39. W Niu, Y Jiang, X Zhang, T Jiang, Y Zhang, S Yu (2020) Changes of effective connectivity in the alpha band characterize differential processing of audiovisual information in cross-modal selective attention. Neuroscience bulletin 36:1009-1022

40. D Wu, L Fan, M Song, H Wang, C Chu, S Yu, T Jiang (2020) Hierarchy of connectivity–function relationship of the human cortex revealed through predicting activity across functional domains. Cerebral Cortex 30 (8):4607-4616

41. 陈阳,余山 (2020) 连续情境学习: 迈向高适应性通用智能的重要一步.人工智能, 47-53

42. G Hu, B Cui, Y He, S Yu (2020) Progressive relation learning for group activity recognition. CVPR

43. G Hu, B Cui, S Yu (2019) Joint learning in the spatio-temporal and frequency domains for skeleton-based action recognition. IEEE Transactions on Multimedia 22 (9): 2207-2220

44. SR Miller, S Yu, D Plenz (2019) The scale-invariant, temporal profile of neuronal avalanches in relation to cortical γ–oscillations. Scientific reports 9 (1): 1-14

45. G Zeng, Y Chen, B Cui, S Yu (2019) Continual learning of context-dependent processing in neural networks. Nature Machine Intelligence 1:364–372.

46. Zeng G, Huang X, Jiang T, Yu S (2019) Short-term synaptic plasticity expands the operational range of long-term synaptic changes in neural networks. Neural Networks, 118:140-147.

47. G Hu, B Cui, S Yu (2019) Skeleton-Based Action Recognition with Synchronous Local and Non-local Spatio-temporal Learning and Frequency Attention. IEEE International Conference on Multimedia and Expo (ICME), 1216-1221

48. W Niu, X Huang, K Xu, T Jiang, S Yu (2019) Pairwise Interactions among Brain Regions Organize Large-Scale Functional Connectivity during Execution of Various Tasks. Neuroscience, 412:190-206.

49. G Hu, X Huang, T Jiang, S Yu (2019) Multi-Scale Expressions of One Optimal State Regulated by Dopamine in the Prefrontal Cortex. Neuroscience, Frontiers in physiology 10, 113.

50. J Zhang, J Zhang, S Yu (2018) Hot Anchors: A Heuristic Anchors Sampling Method in RCNN-Based Object Detection. Sensors 18 (10), 3415.

51. M Song, Y Yang, J He, Z Yang, S Yu, Q Xie, et al (2018) Prognostication of chronic disorders of consciousness using brain functional networks and clinical characteristics. Elife 7, e36173.

52. Z Wang, S Yu, Y Fu, T Tzvetanov, Y Zhou (2018) Aging potentiates lateral but not local inhibition of orientation processing in primary visual cortex. Frontiers in aging neuroscience 10, 14.

53. Huang X, Xu K, Chu C, Jiang T, Yu S (2017) Weak Higher-Order Interactions in Macroscopic Functional Networks of the Resting Brain. Journal of Neuroscience 37 (43), 10481-10497

54. Yu S*, Ribeiro TL*, Meisel C, Chou S, Mitz A, Saunders R, Plenz D (2017) Maintained avalanche dynamics during task-induced changes of neuronal activity in nonhuman primates. eLife 6:e27119

55. Yu S (2016) New challenge for bionics—brain-inspired computing. Zoological Research 37 (5): 261

56. Fan L, Li H, Yu S, Jiang T (2015) Human Brainnetome Atlas and Its Potential Applications in Brain-Inspired Computing. International Workshop on Brain-Inspired Computing, 1-14

57. Yu S*, Klaus K*, Yang H, Plenz D (2014) Scale-invariant neuronal avalanche dynamics and the cut-off in size distributions. PloS ONE 9 (6), e99761

58. Yu S, Yang H, Shriki O, Plenz D (2014) Critical exponents, universality class, and thermodynamic "temperature" for the brain. In Criticality in Neural Systems, edited by Plenz D and Nieber E. Wiley-VCH

59. Yu S*, Yang H*, Shriki O, Plenz D (2013) Universal organization of resting brain activity at the thermodynamic critical point. Frontiers in Systems Neuroscience 7:42.

60. Larremore D, Shew W, Yu S, Plenz D, Ott E, Sorrentino F, Restrepo J (2013) Inhibition guarantees ceaseless cortex network dynamics. preprint arXiv:1307.7658

61. Folias SE, Yu S, Snyder A, Nikolic D, Rubin JE (2013) Synchronisation hubs in the visual cortex may arise from strong rhythmic inhibition during gamma oscillations. European Journal of Neuroscience 38 (6), 2864-2883

62. Fu Y*, Yu S*, Ma Y, Wang Y, Zhou Y (2013) Functional degradation of the primary visual cortex during early senescence in rhesus monkeys. Cerebral Cortex 23(12): 2923-2931

63. Yu S, Yang H, Nakahara H, Santos, G.S, Nikolic D, Plenz D (2011) Higher-order interactions characterized in cortical activities. Journal of Neuroscience 31(48):17514-17526

64. Yu S, Nikolic D (2011) Quantum mechanics needs no consciousness. Annalen der Physik, 523(11): 931–938

65. Havenith MN, Yu S, Biederlack J, Chen N, Singer W, Nikolic D (2011) Synchrony makes neurons fire in sequence, and stimulus properties determine who is ahead. Journal of Neuroscience 31(23):8570-8584

66. Shew WL, Yang H, Yu S, Roy R, Plenz D (2011) Information capacity and transmission are maximized in balanced cortical networks with neuronal avalanches. Journal of Neuroscience 31(1):55-63.

67. Klaus A, Yu S, Plenz D (2011) Statistical analyses support power law distributions found in neuronal avalanches. PLoS ONE 6(5):e19779

68. Jurjut OF, Nikolic D, Singer W, Yu S, Havenith MN, Muresan RC (2011) Timescales of multineuronal activity patterns reflect temporal structure of visual stimuli. PLoS ONE 6(2):e16758.

69. Hahn G, Petermann T, Havenith MN, Yu S, Singer W, Plenz D, Nikolic D (2010) Neuronal avalanches in spontaneous activity in vivo. Journal of Neurophysiology 104(6):3312-22.

70. Havenith MN, Zemmar A, Yu S, Baudrexel SM, Singer W, Nikolic D (2009) Measuring sub-millisecond delays in spiking activity with millisecond time-bins. Neuroscience Letters 450:296-300

71. Yu S, Huang D, Singer W, Nikolic D (2008) A small world of neuronal synchrony. Cerebral Cortex 18(12):2891-2901

72. Yu S, Wang Y, Li X, Zhou Y, Leventhal AG (2006) Functional degradation of extrastriate visual cortex in senescent rhesus monkeys. Neuroscience 140(3):1023-1029

73. Yu S, Wang XS, Fu Y, Zhang J, Ma YY, Wang YC, Zhou YF (2005) Effects of age on latency and variability of visual response in monkeys. Chinese Science Bulletin 50(11):1163-1165

74. Liu N, Yu S, Zhou Y, Cai J, Ma Y (2005) Age-related effects of bromocriptine on sensory gating in rhesus monkeys. Neuroreport 16(6):603-606

75. Yu S*, Liu N*, Zeng T, Tian S, Chen N, Zhou Y, Ma Y (2004) Age-related effects of bilateral frontal eye fields lesions on rapid eye movements during REM sleep in rhesus monkeys. Neuroscience Letters 366(1):58-62


社会任职

中科院自动化研究所学术委员会、学位委员会成员
北京市脑网络组与类脑智能学会副理事长
BMC Neuroscience、Neuroelectronics编委