1. Hao Z^#, Wu Q^#, Li Y^#, Guo Z^#, Li Z^#, Wang G, Meng M, Yuan S, Wufuer Y, Zhang M, Chen J, Yang T, Chen M, Zhu J, Wang Q, Li Q, Yu S, Lu M, Xiong H, Feng Y, Dong M, Xu J, Xu J, Chen L, Yang H, Miao J, Zhu H, Yang B, Zhao H*, Shi X*, Bian S*, Li T*, Hu R*. Anti-asthma drug montelukast induces autistic behaviors via disrupting neuronal retinoic acid signaling. Signal Transduction and Targeted Therapy. 2026 Jun 02;11, 208.

2. Cheng S^#, Guo J^#, Zhou Y^#, Luo X^#, Zhang G^#, Zhang Y, Yang Y, Xie J, Xu P, Shen D, Zang S, Yang H, Zhen X, Zhang M*, Zhang Y*. De novo Design of GPCR Exoframe Modulators. Nature. 2026 Feb 16; 651(8104):242-250.

3. Liao Y^#, Che J^#, Gao Y^#, Xue J^#, Li L^#, Wu L^#, Hu J, Hu M, Xie L, Zhang H, Shen D, Dong Y, Zang S, Zhang N, Wang H, Zhang Y*, Dong X*, Li X*. Rational design of Gi-biased CB1 agonist with reduced side effects. Cell. 2026 May 28; 189, 1–12.

4. Feng X^#, Le T^#, Liu B, Zhao H, Su Y, Li K, Shao Y, Liu J, Li Z, Deng G, Cao K, Zhu Z, Chen J, Zeng L, Han Y, Yang H, Yu Y, Duan S*, Sun L*. Slow-wave sleep engages brainstem circuitry to prevent stress-induced anxiety. Neuron. 2026; doi: 10.1016/j.neuron.2026.04.041.

5. Cao K^#, Cheng W^#, Qiu L, Wang Z, Zhao Y, Yuan Y, Wu W, Xue J, Zeng L, Wu Z, Ma H, Hou T, Hume D, Ye C, Duan S, Gao Z*. More than microglial depletion: PLX5622 activates the hepatic constitutive androstane receptor to alter anesthesia and addiction. Neuron. 2026 Apr 15;114(8):1419-1432.e7.

6. Liu S^#, Li C^#, Zhu M^#, Zhu T^#, Li YE, Liu Y, Xu C, Wang H, Hu R*, Ge J, Zhang Y*. Targeting E3 Ubiquitin Ligase Hrd1 Prevents Myocardial Ischemia-Reperfusion Injury Through Enhancing ALDH2 Enzymatic Activity. Circulation. 2026 Apr 17. doi:  10.1161/CIRCULATIONAHA.125.074399.

7. Meng Z, Wu J, Xue F, Zhang Q, Li L, Qi M, Zhang S, Feng T, Kong P, Wang X, Wang P, Han X*, Zhuang L*, Wei L*, Chen M*. Charge‐Engineered COFs for Biointegrated Memristor Nerves. Advanced Materials. 2026 Apr 24; 38(31): e73189.

8. Wang J^#, Yang C^#, Chang S^#, Jiao D^#, Lin J, Yang X, Cai W, Ma D, Ding Z, Huang J, Huang J, Fan M, Hu M, Wang Y*, Xu H*, Su N*, Guo J*. Cryo-EM structures of Drosophila OR67d–Orco complexes reveal insect pheromone sensing mechanism. CellResearch. 2026 June 10; 0:1–16.

9. Lu Q^#, Zhang Y*. Direct mapping of neural activity via glutamate-weighted magnetic resonance imaging. The Innovation. 2026 May 04;7(5): 101261.

10. Zou J, Poeppel D, Ding N*. Constituent-constrained word prediction during language comprehension. NatureNeuroscience. 2026 Apr 21. doi:10.1038/s41593-026-02272-6.

11. Zheng J, Zheng Y, Chen K, Wang S, Liang J, Wang S, Yang L*, Shi Y*. Cryo-EM structures of ALECT2 filaments from human renal biopsies. NatureCommunications. 2026 May 22. doi: 10.1038/s41467-026-73602-2. Epub ahead of print. PMID: 42173881.  

12. Zhan L^#, Wu X^#, Wang X, Xiao H, Wang S, Zheng L, Wang H*. A midbrain circuit for high-fat-food induced conditioned taste aversion. Nature Communications. 2026 Apr 18.  

13. Zhu L^#, Li R^#, Qian M, Lv F, Hong H, Li Y, Zhou Y, Li Z, Lei J, Zou W, Guan MX, Zhang Y, Zhao G, Ma H, Gong J, Kang L*. A Glial Hub-and-Spoke Circuitry in C. elegans orchestrates bidirectional thermosensation. NatureCommunications. 2026 Jan 21;17(1):1899.

14. Chen J, Qi Y, Wang Y, et al. Human-like cognitive generalization for large models via mental representation-guided supervision. NatureCommunications. 2026;17:4709.

15. Wu M, Di Y, Kuang S, Hu J, Zhang J, Wang K, Zhang J, Chen C, Zhou J, Li T, Luo B*, Ding N*. Neural Response to Familiar Names Predicts Outcome of Comatose ICU Patients: A Prospective Observational Cohort Study. NatureCommunications. 2026 Jun 4. doi: 10.1038/s41467-026-73878-4. Online ahead of print.

16. Ji S^#, Wang W^#, Yang Y^#, Xu P, Zhang J, Zhao X, Xi K, Zang S, Shen D, Mao C, Shen Q*, Zhang Y*. Dynamic monomer-dimer transition in ligandinduced apelin receptor activation. NatureCommunications. 2026 Apr 3; 17(1):4820.

17. Zheng L^#, Pan L^#*, Fu X^#, Wang S, Wu Y, Xiao H, Yang J, Wang S, Yang L, Wu X, Pan F, Yang H*, Chen G*, Wang H*. The posteroventral part of the medial amygdala nucleus glutamatergic neurons encodes conspecifics' individual identity in rodents. Science Advances. 2026 May 22;12(21):eady9830.

18. Zhang X, Wang X, Zhu H, Yu H, Fu L, Shu W, Ye X, Lim Z, Saeed S, Nguyen HL, Pistoor J, Rong D, Lai J, Wang Z, He Y, Wang Y, Shen Y, Zhou Y, Hu S*, Tong J*. Eye-brain axis: Ocular and visual pathophysiology as driver and therapeutic target across the mood disorder trajectory. Prog Retin Eye Res. 2026 May;112:101467.

19. Shen L, Wei X, Pan G, Zheng Q*, Cao Y*. Cost-Efficient Open Vocabulary 3D Scene Understanding Based on Semantic Probability. IEEE Transactions on Image Processing. 2026; 35: 1832-1845.

20. Yang T^#, Zhang D^#, Huang H, Liu F, Wu J, Ma X, Liu S, Huang M, Zhou Y*, Shen Y*. Astrocytic mGluR5-dependent calcium hyperactivity promotes amyloid-β pathology and cognitive impairment. Brain. 2026; 149(1): 134-149.

21. Li X, Bao Y, Hu C, Dong Y, Wu Z*. Pyramidal Signs in Huntington's Disease: An Early Clinical Indicator Associated with Proximity to Disease Onset. Med. 2026 May 8;7(5):101071.

22. Yang Y, Liu Q, Zhou T, Chen J, Li W, Chen W, Zeng S, Liu H, Wang P, Zhang J*, et al. Parkinson's disease beyond the brain: erythrocyte α-synuclein transfer across the blood–brain barrier. Brain. 2026; awag179.

23. Zheng Y, Cai H, Kou W, Liu G, Wang Y, Bai J, Piao Y, Liu X, Zhu X, Zhang J*, et al. Plasma tau-species positive neuron-derived extracellular vesicles in progressive supranuclear palsy. Brain. 2026; awag091.

24. Ling Y^#, Sun P^#, Wang C^#, Peng G^#, Wang Y, Zhou X, He Z, Liu B, Zhang J, Yu J, Su Y, Li K*, Guo T*, Luo B*. A Novel Eye-Tracking Digital Marker Outperforms Plasma Biomarkers in Detecting Cognitive Impairment. Alzheimers & Dementia. 2026 Mar;22(3):e71253.

25. Feng Y, Guo X, Huang P, Ji X, Jia N, Yang S*, Hu S*. Cerebrospinal Fluid Genetics Enhance Risk Stratification in Bipolar Disorder. MedComm (2020). 2026 Feb 26;7(3):e70629.

26. Xiao X, Ma C, Wang Y, Zhu J, Chen J, Li S, Wang Y, Gong W*, Si K*. SynClear: A One-Step Synchronous Clearing and Labeling Strategy for Multiscale 3D Brain Mapping. Materials Today Bio. 2026 May 18;38:103261.

27. Wang L^#, Xu K^#, Liao Y, Luo Y, Fang Y, Zhang X, Wang J, Li K, Zhou D, Liu S, Chen W, Wang L*, Tang J*. Astrocytic connexin 43 hemichannel dysregulation drives prefrontal circuit dysfunction and schizophrenia-like behaviors. Molecular Psychiatry. 2026 Apr 27. Epub ahead of print.

28. Zhou D, Zhou Y, Sun Z, Ji F, Zhang D, Wang Q, Ruan Y, Wang Y, Zhu Y, Zhang J*, et al. The China brain multi-omics atlas project (CBMAP). Molecular Psychiatry. 2026; 31(1): 591-598.

29. Feng Y, Jia N, Huang P, Hu S*, Yang S*. Cross-ancestry genetic architecture reveals shared biological pathways of major psychiatric disorders. Mol Psychiatry. 2026 Mar 17. doi: 10.1038/s41380-026-03541-3.

30. Liu J, Qi J, Jiang N, Wang Y, Li W, Tian S, Zhuang L, Zhang Y*, Liu Y*, Yu Y*. Olfactory epithelium organoid models identify Ddit3 as a potential therapeutic target against inflammation-related olfactory sensory neuronal loss and functional deficit. International Journal of Biological Sciences. 2026 Mar 30; 22(8): 4025-4042.

31. Yu Z, Arkin E, Li Y, Canron MH, Arotcarena ML, Jadot H, Balpe E, Zhang J*, et al. α-synuclein triggers NCOA4-FTH1-mediated ferroptosis of oligodendrocyte in multiple system atrophy. Acta Neuropathologica. 2026; 151(1): 9.

32. Huang Z, Zeng Y, Tu S, Zheng G, Tian S, Li Z, Wang P*, Wan H*. Robust Polymeric Ionic Liquid/Ionic Liquid Solid-State Electrolyte Membrane for Miniaturized and High-Performance Electrochemical Gas Sensing. ACS sensors. 2026 Mar 11; 11(3): 2185-2194.

33. Chen H, Wang J, Lai S, Peng G, Zong G, Yuan C, Luo B*. Smoking Cessation, Weight Change, and Risk of Dementia: A Prospective Cohort Study. Neurology. 2026 Jun 23;106(12):e218123.

34. Wang Y, Lin Z, Wu D, Yang Y, Zhang J*. Associations of DTI-ALPS index and choroid plexus volume with clinical severity across the Parkinson's disease spectrum. NPJ Parkinson's Disease. 2026 Jun 11.

35. Hong D, Qi Y, Wang Y*. Quantifying knowledge during full-layer ANN-to-SNN knowledge distillation. Pattern Recognition. 2026 Jul;175:113066.

36. Rao S, Deng G, Song H, Chen Q, Luo M, Zhang Y, Zhao S, Pan G, Li T*, Jiang H*. Automating multi-label crisis detection in psychological support hotlines with pre-trained models. PLOS Digital Health. 2026;5(5):e0001383.

37. Hong D, Qi Y*, Wang Y*. Quantifying Knowledge During Full-Layer ANN-to-SNN Knowledge Distillation. Pattern Recognition. 2026;175:113066.

38. Sun W^#, Xu J^#, Chen Y^#, Feng Z, Li H, Chen D, Wu Z*. Heterozygous Loss-of-Function Variants of KCNJ10 Cause Paroxysmal Kinesigenic Dyskinesia. Movement Disorders. 2026 Mar 2.

39. Dong Y^#, Xi K^#, Zhang Y^#, Xue J^#, Shen D, Zang S, Zhao R, Qi H, Mao C*, Wang W*, Zhang Y*. Structured water molecules drive activation and G protein selectivity in the GPR174 receptor. PLOS Biology. 2026 May 7;24(5):e3003447.

40. Zhou H^#, Bao Y^#, Xu J, Wang D, Geng F, Guo W*, Hu Y*. Test-retest reliability and symptom association of personalized depression TMS targets: A comparative study of refined seed-based (RSA) and hierarchical clustering (HCA) approaches. Neurotherapeutics. 2026 Mar 12; 23(2): e00884.

41. Zhao X, Zhou H, Zhang X, Tang R, Gan Y, Zhuang T, Zhu Y, Qin Z, Chen Y, Fu Y, Zhang D, Xu L, Wang S, Shen Z, Hu S*, Wang M*. fMRI-guided V1-targeted rTMS improves depressive symptoms in adolescents and young adults with bipolar disorder: a double-blind randomized controlled trial. BMC Med. 2026 Mar 7;24(1):242.

42. Chen J, Xu T, Xiong X, Yang X, Wang Y, Qi Y*. Surrogate Deep Neural Networks Reveal Hierarchical Handwriting Encoding in Human Motor Cortex. CellReports. 2026;45(1):116837.

43. Li Y^#, Hu A^#, Yi L^#, Mao Z, Lü Q, Wang J, Wei W, Huang YQ, Huang S, Dai W, Qiao M, Xu J, Wang Q, Li X, Luo F, Deng W, Hu Y, Li T, Guo W*. Comparing the Associations of Internet Addiction and Internet Gaming Disorder With Psychopathological Symptoms: Cross-Sectional Study of Three Independent Adolescent Samples. JOURNAL OF MEDICAL INTERNET RESEARCH. 2026 Feb 3;28:e82414.

44. Zhao Y^#, Yang Z^#, Shi S^#, Hao H, Li X, Ma D, Su N, Zhao W, Shao J, An Y, Wang K, Liu Y, Zou L, Qi J, Zhang H, Guo J*, Du X*. Structure basis for the activation of KCNQ2 by endogenous and exogenous ligands. CellReports. 2026 Jan 27;45(1):116771.

45. Deng G^#, Liu L^#, Liu B^#, Jing R, Wu C, Li Y, Feng X, Li K, Wang J, Liu Y, Yu Y, Chen J, Yang H, Li X, Duan S, Sun L*. Transthyretin-mediated regulation of neuropathic pain and anxiety-like behavior in the lateral parabrachial nucleus. CellReports. 2026; 45(1): 116860.

46. Deng G^#, Rao S^#, Lin T, Dai A, Wang P, Xie J, Pan Y, Zhao K, Xu D, Cheng Z, Li T*, Jiang H*. Evaluating Large Language Models in Crisis Detection: A Real-World Benchmark from Psychological Support Hotlines. IEEE Journal of Biomedical and Health Informatics. 2026. doi: 10.1109/JBHI.2026.3688375.

47. Chen Y, Hu S. From challenges to solutions: Strengthening mental health support for university students and young researchers in China. General Psychiatry. 2026 Jun;39:e70021.

48. Yu H, Yu J, Qi Y*, Pan G*. Resource-Efficient Fully Automatic Spike Sorter via Scale-Adaptive Neuromorphic Model. Neurocomputing. 2026;665:132157.

49. Wang J, Zhao S*, Luo Z, Zhou Y, Li S, Pan G. EEGDiffuser: Label-Guided EEG Signals Synthesis via Diffusion Model for BCI Applications. Neurocomputing. 2026;670:132636.

50. Gong Q^#, Fu X^#, Feng D, Rao S, Pütz B, Müller-Myhsok B, Wei L, Shen C, Zhang Y, Xu L, Chen W, Yang K, Chen D, Lv X, Yan Z, Luo D, Wei P, Jiang H*, Chen W*. Randomized, double-blind, sham-controlled pilot trial of theta-band transcranial alternating current stimulation during cognitive training in mild Alzheimer's disease. Translational Psychiatry. 2026;16(1):57.

51. Zhang X, Guo H, Wong L S, Xiong H, Kong L, Ren G, Hu Y, Zhou Y, Zheng S, Zhang L, Hsia K , Wan H*, Wang P*. DMSN@ AuNPs-enhanced QCM immunosensor array for non-invasive and highly sensitive detection of Cyfra21-1 in saliva. Analytica Chimica Acta. 2026 Apr 22; 1396: 345226.

52. Zhu L^#, Hong H^#, Qian M^#, Cao W, Luo Z, Gong J, Zou W, Kang L*. Hierarchical Channel System Drives Stimulus Specificity and Polymodal Encoding in A Mechano-Cold Sensory Neuron. Neuroscience Bulletin. 2026 Jan 3.

53. Ye Z, Ding J, Cheng C, Yu H, Xu F, Sun Q, Yang H, Hua T, Wang H. Visual Perception and Gamma Oscillations in Cat V1 are Dynamically Correlated in Contrast Sensitivity Functions. Neuroscience Bulletin. 2026 May 15.

54. Tan H^#, Jin S^#, Lv W, Guo L, Jiang P, Li Y, Shi M, Wang D, Wang Y, Bao A*. Hypothalamic Oxytocin Neuronal Activation Induces Bipolar-Like Mood Changes in Mice in a Sex- and Dosage-Dependent Manner. Neuroscience Bulletin. 2026 May;42(5):945-960.

55. Luo Z^#, Zhu L^#, Shan S, Zhou J, Ying J, Jiang D, Wu J, Zhang C, Guo W*, Song P*. Global, regional, and national burden of five major mental disorders in working-age population, 1990-2021: a systematic analysis for the Global Burden of Disease Study 2021. JOURNAL OF AFFECTIVE DISORDERS. 2026 Jan 28:121243.

56. Guo X^#, Zheng Z, Dai A, Wang P, Chen M, Niu M, Liao X, Cheng K, Cao L, Cheng Z, Jiang H*. Tabular prior-data fitted networks for objective depression screening with portable EEG and ECG. Biomedical Signal Processing and Control. 2026;117:109598.

57. Kong L, Yang Y, Zhou W, Hu S. Sporadic Alzheimer's disease with bipolar-like features: a case report and a brief review of the current research status. J Zhejiang Univ Sci B. 2026 Apr 15;27(4):416-425.

58. Zhao J, Yan C, Bao M, Zhou Q, Li H, Pan G, Yao L*, Wang Y. Brain connectivity mediates heartbeat-evoked potential alterations between children with ADHD and comorbid ADHD-ASD. IEEE Transactions on Biomedical Engineering. In press.

59. Wen H^#, Zhong Y^#, Wang M, Chen C, Farina D, Pan G, Yao L*, Wang Y. Task-dependent cortico-spinal coupling in the delta band during movement execution and inhibitory control. IEEE Transactions on Biomedical Engineering. In press.

60. Saeed S, Luo Z, Wang H, Xu L, Zhang X, Tang A, Ma X, Lai J*, Song P*, Hu S*. Mapping the Global Burden and Inequalities of Bipolar Disorder, 1990-2021, With Projections to 2050: A Systematic Analysis. Bipolar Disord. 2026 Feb;28(1):e70074.

61. Wang P, Qi Y*, Pan G*. Partial Domain Adaptation for Stable Neural Decoding in Disentangled Latent Subspaces. IEEE Transactions on Biomedical Engineering. 2026; 73(1): 78-89.

62. Saeed S, Sang R, Zhixin L, Wang H, Xu L, Zhang X, Hu S*. Circadian rhythms in major depressive disorder: mechanistic insights and therapeutic frontiers. Ann Med. 2026 Dec;58(1):2671594.

63. Lim Z, Nguyen HL, Zeng Y, Qu Q, Le Y, Sun M, Wang X, Zhu H, Qian Y, Saeed S, Wang H, Rong D, Wang Y, Zhang X, Hu S*. Life Cycle and Circadian Rhythms in Central Resident Immunity and Neuropsychiatric Pathology. Neuroscience Bulletin. 2026 Apr 6. doi: 10.1007/s12264-026-01612-7.

64. Guo H, Zhang X, Li X, Wang P*, Jia H*, Zhuang L*. Measurement-aligned finite element modeling for predictive design of dual-port SAW resonators. Sensors & Diagnostics. 2026 Apr 20; Advance Article.

65. Xu C, Zhu L, Lai J, Luo Z, Ying J, Hu S*, Song P*, Yang J*. Global and regional quality of care index in major depressive disorder: the global burden of disease study 2021. Int J Equity Health. 2026 Feb 7;25(1):63.

66. Liu Y, Xu P, Hu S. Resting-state gamma power in schizophrenia: a systematic review and meta-analysis. Front Psychiatry. 2026 Jan 19;16:1731645.

67. Wang Z^#, Han Y^#, Yang P^#, Jia C, Li C, Yuan S*, Wei P*, Hu R*. Liquid–liquid phase separation couples MKRN2-mediated  ubiquitination of CSDE1 with neurodevelopmental disorders. Frontiers in Cellular Neuroscience. 2026 feb 11; 20:1757304.

68. Fang H, Wang M, Wang Y, Yang Y^#. Emotion Recognition from EEG Network Connectivity Using Low-Dimensional Discriminant Analysis on Riemannian Manifolds. IEEE Transactions on Cognitive and Developmental Systems. Accepted. (In Press). DOI: 10.1109/TCDS.2026.3661567.

69. Chen Z, Ma D, Jin X, Xing Q, Jin O, Du X, He S, Pan G*. DepAsync: An Asynchronous SNN Accelerator Based on Core-Dependency. IEEE Transactions on Computers. 2026; 75(1): 189-203.

70. Liu X, Chen R, Wu F, Yu B, Zhou G, Hu S, Zhang H, Wang P, Xu B, Zhuang L*. Advanced Sensing and Delivery Technologies for Nose-to-Brain Administration: From Nanocarriers to Sensor-Integrated Organ-on-Chips. Sensors. 2026 Apr 19, 26(8): 2523.

71. Yang Y^#, Ren J^#, Qiu X^#, Liu Y^#, Yuan S, Hu R*, Xia Z*, Li C*. RNF126 writes a non-canonical ubiquitin code on midnolin to tune protein stability. Acta Biochimica et Biophysica Sinica. 2026 Jan 7;58(5):1170-1178.

72. Li C, Hu R*. Caught the ‘Catch’ of midnolin: structural basis for broad substrate specificity in ubiquitin-independent proteasomal degradation. Acta Biochimica et Biophysica Sinica. 2026 Jan 14.

73. Zhang X, Guo H, Wong L S, Xiong H, Kong L, Zhang L, Hu Y, Zhou Y, Wan H*, Wang P*. A highly sensitive Love-wave surface acoustic wave immunosensor for point-of-care detection of Cyfra21-1 in saliva. Analyst. 2026 Feb 26, 151(8): 2269-2279.

74. Ge H^#, Gu X^#, Wang Z, Tan S, Jiao B, Zhang L, Yang Y, Li W, Xie J, Bai R*. Anesthetics Modulate Cerebrospinal Fluid Efflux Pathways in Mice by Altering Perineural and Perivascular Spaces. NMR Biomed. 2026 Feb, 39(2):e70222.

75. Kang Z, Li S, Wang L, Ma D*, Pan G. NPEva: An NoC-Based Neuromorphic Processors Performance Evaluation Framework for Benchmarking Spiking Neural Networks. IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems. 2026; 45(3): 1384-1397.

76. Liu H, Zeng S, Chen J, He L, Yang Y, Zhang J*. 衰老相关的葡萄糖代谢失调: 癌症和神经退行性疾病的十字路口. Chinese Journal of Tissue Engineering Research. 2026.

77. Guo B^#, Zheng H^#, Lin X^#, Jiang H^#, Mo A, Wei H, Zhang R, Yuan Y, Wu Y, Li H, Zhang Y, Song Z, Ni X, Huang Y, Yu B, Yang Y, Gu X, Chen Z*, Cheng N*, Wang X*. Mapping AAV capsid sequences to functions through function-guided in silico evolution. CellPress Blue. 2026, 1, 100016. DOI: 10.1016/j.cpblue.2026.100016

78. Guo C, Duan C, Lou F, Nagel A M, Lou X*, Zhang X*. Improved Quantitative 23Na MRI via Denoising with Multi-Channel Weighted Schatten p-Norm Minimization and Generalized Robust PCA. IEEE Transactions on Instrumentation and Measurement. 2026 Jan 16;75:4501113.

79. Wu J^#, Hu Y^#, Fang Z, Liu C, Shen Y, Bao A*. Optimizing immunohistochemical neuropathological protocols for human brain banking. Human Brain. 2026 Apr. 1.

80. Tan X, Luo B, Qi Y, et al. CRRL: Learning Channel-invariant Neural Representations for High-performance Cross-day Decoding. Advances in Neural Information Processing Systems. 2026, 38: 86274-86306.（NeurIPS）

81. Yu H, Qi Y, Pan G. A Neuromorphic Spike Sorter with Reset-to-Mod Spiking Neural Networks. Brain-Apparatus Communication: A Journal of Bacomics. 2026;5(1):2638613.

82. He J^#, Su K, Zhu X, Qi Y, Wang Y, Xu J*. A 310 μW Dynamic Ensemble Bayesian Filter Based ASIC with 94.2% Decoding Accuracy for Chinese Handwriting Trajectory Reconstruction. IEEE Custom Integrated Circuits Conference. 2026: 1-4.

83. Wang M, Wang Y, Yang Y^#. Riemannian Temporal Self-Supervised Contrastive Learning for Decoding Intracranial Brain Network Functional Connectivity. In 2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Barcelona, Spain, 2026, pp. 6381-6385. (Oral)

84. Hong D, Rong D, Wang Y*. Emergent visual representations through unsupervised spiking networks with synaptic pruning. International Conference on Machine Learning (ICML). 2026. (in press)

85. Wei J, Hong Di, Zhang Z, Rong D*, He Q, Wang Y. A cyclic adaptation-generalization framework with uncertainty-guided self-paced learning for long-term brain-machine interfaces. IEEE International Conference on Robotics and Automation (ICRA). 2026. (in press)

86. Wei J, Hong D, Zhang Z, Rong D*, He Q, Wang Y*. Self-Supervised Consistency Enhanced Disentangled Learning for Neural Decoding Generalization in Brain-Machine Interfaces. In: 2026 IEEE International Conference on Robotics and Automation (ICRA). 2026. (in press)

87. Chen Y, Zhao S*, Li S, Pan G. EMOD: A Unified EEG Emotion Representation Framework Leveraging V-A Guided Contrastive Learning. AAAI. 2026: 17427-17435.

88. Zheng Q^#, Chen M^#, Zhao S, Gu S, Lin P, Ma D, Tang H, Pan G*. S³: Spiking Neurons as an Isolating Segmenter for Brain Signal Decoding. AAAI. 2026; 18081-18089.

89. Jiang R, Jiang C, Yan R, Tang H*. Mpd-sgr: Robust spiking neural networks with membrane potential distribution-driven surrogate gradient regularization.Proceedings of the AAAIConference on Artificial Intelligence. 2026, 40(3): 1864-1872.

90. Xu S, Zhang J, Wang Z, Jiang R, Yan R, Tang H*. ASRC-SNN: adaptive skip recurrent connection spiking neural network.ICASSP 2026-2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2026: 4786-4790.

91. Li H, Wang Z, Jiang R, Yan R*, Tang H*. Spike-driven Discrete Aggregation for Event-based Object Detection. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2026, pp. 15135-15144.

92. Lai J, Lai S, Yu Y, Chen W, Yan C, Li H, Yao L*, Wang Y. From synthesis to clinical assistance: a strategy-aware agent framework for autism intervention based on real clinical dataset. Proceedings of the 64thAnnual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). In press.