Matthew D. Golub, Ph.D. - Related publications

2009-2015 Electrical & Computer Engineering Carnegie Mellon University, Pittsburgh, PA 
Motor control; machine learning; brain-machine interfaces
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50 most relevant papers in past 60 days:
Year Citation  Score
2021 Hennig JA, Oby ER, Golub MD, Bahureksa LA, Sadtler PT, Quick KM, Ryu SI, Tyler-Kabara EC, Batista AP, Chase SM, Yu BM. Learning is shaped by abrupt changes in neural engagement. Nature Neuroscience. PMID 33782622 DOI: 10.1038/s41593-021-00822-8   
2021 Sheahan H, Luyckx F, Nelli S, Teupe C, Summerfield C. Neural state space alignment for magnitude generalization in humans and recurrent networks. Neuron. PMID 33626322 DOI: 10.1016/j.neuron.2021.02.004   
2021 Wang PY, Sapra S, George VK, Silva GA. Generalizable Machine Learning in Neuroscience Using Graph Neural Networks. Frontiers in Artificial Intelligence. 4: 618372. PMID 33748747 DOI: 10.3389/frai.2021.618372   
2021 Feulner B, Clopath C. Neural manifold under plasticity in a goal driven learning behaviour. Plos Computational Biology. 17: e1008621. PMID 33544700 DOI: 10.1371/journal.pcbi.1008621   
2021 Petrosyan A, Sinkin M, Lebedev MA, Ossadtchi A. Decoding and interpreting cortical signals with a compact convolutional neural network. Journal of Neural Engineering. PMID 33524962 DOI: 10.1088/1741-2552/abe20e   
2021 Liang Q, Zeng Y. Stylistic Composition of Melodies Based on a Brain-Inspired Spiking Neural Network. Frontiers in Systems Neuroscience. 15: 639484. PMID 33776661 DOI: 10.3389/fnsys.2021.639484   
2021 Recanatesi S, Farrell M, Lajoie G, Deneve S, Rigotti M, Shea-Brown E. Predictive learning as a network mechanism for extracting low-dimensional latent space representations. Nature Communications. 12: 1417. PMID 33658520 DOI: 10.1038/s41467-021-21696-1   
2021 Corsi MC, Chavez M, Schwartz D, George N, Hugueville L, Kahn AE, Dupont S, Bassett DS, De Vico Fallani F. BCI learning induces core-periphery reorganization in M/EEG multiplex brain networks. Journal of Neural Engineering. PMID 33725682 DOI: 10.1088/1741-2552/abef39   
2021 Yotsutsuji S, Lei M, Akama H. Evaluation of Task fMRI Decoding With Deep Learning on a Small Sample Dataset. Frontiers in Neuroinformatics. 15: 577451. PMID 33679360 DOI: 10.3389/fninf.2021.577451   
2021 Dharmaretnam D, Foster C, Fyshe A. Words as a window: Using word embeddings to explore the learned representations of Convolutional Neural Networks. Neural Networks : the Official Journal of the International Neural Network Society. 137: 63-74. PMID 33556802 DOI: 10.1016/j.neunet.2020.12.009   
2021 Davies S, Lucas A, Ricolfe-Viala C, Di Nuovo A. A Database for Learning Numbers by Visual Finger Recognition in Developmental Neuro-Robotics. Frontiers in Neurorobotics. 15: 619504. PMID 33737873 DOI: 10.3389/fnbot.2021.619504   
2021 Coppolino S, Giacopelli G, Migliore M. Sequence Learning in a Single Trial: A Spiking Neurons Model Based on Hippocampal Circuitry. Ieee Transactions On Neural Networks and Learning Systems. PMID 33481720 DOI: 10.1109/TNNLS.2021.3049281   
2021 Davis GP, Katz GE, Gentili RJ, Reggia JA. Compositional memory in attractor neural networks with one-step learning. Neural Networks : the Official Journal of the International Neural Network Society. 138: 78-97. PMID 33631609 DOI: 10.1016/j.neunet.2021.01.031   
2021 Hadjiosif AM, Krakauer JW, Haith AM. Did we get sensorimotor adaptation wrong? Implicit adaptation as direct policy updating rather than forward-model-based learning. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. PMID 33558432 DOI: 10.1523/JNEUROSCI.2125-20.2021   
2021 Urban CJ, Gates KM. Deep learning: A primer for psychologists. Psychological Methods. PMID 33793268 DOI: 10.1037/met0000374   
2021 Lim B, Zohren S. Time-series forecasting with deep learning: a survey. Philosophical Transactions. Series a, Mathematical, Physical, and Engineering Sciences. 379: 20200209. PMID 33583273 DOI: 10.1098/rsta.2020.0209   
2021 Parsons B, Faubert J. Enhancing learning in a perceptual-cognitive training paradigm using EEG-neurofeedback. Scientific Reports. 11: 4061. PMID 33602994 DOI: 10.1038/s41598-021-83456-x   
2021 Mouchlis VD, Afantitis A, Serra A, Fratello M, Papadiamantis AG, Aidinis V, Lynch I, Greco D, Melagraki G. Advances in de Novo Drug Design: From Conventional to Machine Learning Methods. International Journal of Molecular Sciences. 22. PMID 33562347 DOI: 10.3390/ijms22041676   
2021 Jha D, Gupta V, Ward L, Yang Z, Wolverton C, Foster I, Liao WK, Choudhary A, Agrawal A. Enabling deeper learning on big data for materials informatics applications. Scientific Reports. 11: 4244. PMID 33608599 DOI: 10.1038/s41598-021-83193-1   
2021 Billaudelle S, Cramer B, Petrovici MA, Schreiber K, Kappel D, Schemmel J, Meier K. Structural plasticity on an accelerated analog neuromorphic hardware system. Neural Networks : the Official Journal of the International Neural Network Society. 133: 11-20. PMID 33091719 DOI: 10.1016/j.neunet.2020.09.024   
2021 Peng J, Tang B, Jiang H, Li Z, Lei Y, Lin T, Li H. Overcoming Long-Term Catastrophic Forgetting Through Adversarial Neural Pruning and Synaptic Consolidation. Ieee Transactions On Neural Networks and Learning Systems. PMID 33577459 DOI: 10.1109/TNNLS.2021.3056201   
2021 Vaidya AR, Jones HM, Castillo J, Badre D. Neural representation of abstract task structure during generalization. Elife. 10. PMID 33729156 DOI: 10.7554/eLife.63226   
2021 Mrachacz-Kersting N, Ibanez J, Farina D. Towards a mechanistic approach for the development of non-invasive brain-computer interfaces for motor rehabilitation. The Journal of Physiology. PMID 33728656 DOI: 10.1113/JP281314   
2021 Ballard HK, Eakin SM, Maldonado T, Bernard JA. Using high-definition transcranial direct current stimulation to investigate the role of the dorsolateral prefrontal cortex in explicit sequence learning. Plos One. 16: e0246849. PMID 33735211 DOI: 10.1371/journal.pone.0246849   
2021 Wang S, Yang Y, Sun J, Xu Z. Variational HyperAdam: A Meta-learning Approach to Network Training. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 33621172 DOI: 10.1109/TPAMI.2021.3061581   
2021 Martin E, Ernoult M, Laydevant J, Li S, Querlioz D, Petrisor T, Grollier J. EqSpike: spike-driven equilibrium propagation for neuromorphic implementations. Iscience. 24: 102222. PMID 33748709 DOI: 10.1016/j.isci.2021.102222   
2021 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. 7. PMID 33608265 DOI: 10.1126/sciadv.abc4530   
2021 De Angeli K, Gao S, Alawad M, Yoon HJ, Schaefferkoetter N, Wu XC, Durbin EB, Doherty J, Stroup A, Coyle L, Penberthy L, Tourassi G. Deep active learning for classifying cancer pathology reports. Bmc Bioinformatics. 22: 113. PMID 33750288 DOI: 10.1186/s12859-021-04047-1   
2021 Wang N, Gao Y, Zhang X. Data-Driven Performance-Prescribed Reinforcement Learning Control of an Unmanned Surface Vehicle. Ieee Transactions On Neural Networks and Learning Systems. PMID 33606641 DOI: 10.1109/TNNLS.2021.3056444   
2021 Peng G, Chen CLP, Yang C. Neural Networks Enhanced Optimal Admittance Control of Robot-Environment Interaction Using Reinforcement Learning. Ieee Transactions On Neural Networks and Learning Systems. PMID 33651696 DOI: 10.1109/TNNLS.2021.3057958   
2021 Yang S, Wang J, Zhang N, Deng B, Pang Y, Azghadi MR. CerebelluMorphic: Large-Scale Neuromorphic Model and Architecture for Supervised Motor Learning. Ieee Transactions On Neural Networks and Learning Systems. PMID 33621181 DOI: 10.1109/TNNLS.2021.3057070   
2021 Vununu C, Lee SH, Kwon KR. A Classification Method for the Cellular Images Based on Active Learning and Cross-Modal Transfer Learning. Sensors (Basel, Switzerland). 21. PMID 33672489 DOI: 10.3390/s21041469   
2021 Fan CC, Yang H, Hou ZG, Ni ZL, Chen S, Fang Z. Bilinear neural network with 3-D attention for brain decoding of motor imagery movements from the human EEG. Cognitive Neurodynamics. 15: 181-189. PMID 33786088 DOI: 10.1007/s11571-020-09649-8   
2021 Holroyd CB, Verguts T. The Best Laid Plans: Computational Principles of Anterior Cingulate Cortex. Trends in Cognitive Sciences. PMID 33593641 DOI: 10.1016/j.tics.2021.01.008   
2021 Xu X, Li R, Zhao Z, Zhang H. Stigmergic Independent Reinforcement Learning for Multiagent Collaboration. Ieee Transactions On Neural Networks and Learning Systems. PMID 33587718 DOI: 10.1109/TNNLS.2021.3056418   
2021 Qi Z, Wang S, Su C, Su L, Huang Q, Tian Q. Self-Regulated Learning for Egocentric Video Activity Anticipation. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 33596171 DOI: 10.1109/TPAMI.2021.3059923   
2021 Jayatilake SMDAC, Ganegoda GU. Involvement of Machine Learning Tools in Healthcare Decision Making. Journal of Healthcare Engineering. 2021: 6679512. PMID 33575021 DOI: 10.1155/2021/6679512   
2021 Wang H, Liu Z, Peng D, Yang M, Qin Y. Feature-Level Attention-Guided Multitask CNN for Fault Diagnosis and Working Conditions Identification of Rolling Bearing. Ieee Transactions On Neural Networks and Learning Systems. PMID 33684044 DOI: 10.1109/TNNLS.2021.3060494   
2021 Freyre CAC, Spiegel S, Gubser Keller C, Vandemeulebroecke M, Hoefling H, Dubost V, Cörek E, Moulin P, Hossain I. Biomarker-Based Classification and Localization of Renal Lesions Using Learned Representations of Histology-A Machine Learning Approach to Histopathology. Toxicologic Pathology. 192623320987202. PMID 33625320 DOI: 10.1177/0192623320987202   
2021 Cullell-Dalmau M, Noé S, Otero-Viñas M, Meić I, Manzo C. Convolutional Neural Network for Skin Lesion Classification: Understanding the Fundamentals Through Hands-On Learning. Frontiers in Medicine. 8: 644327. PMID 33748163 DOI: 10.3389/fmed.2021.644327   
2021 Cattani G, Kim JH. Variety-seeking, learning and performance. Plos One. 16: e0247034. PMID 33684105 DOI: 10.1371/journal.pone.0247034   
2021 Delange M, Aljundi R, Masana M, Parisot S, Jia X, Leonardis A, Slabaugh G, Tuytelaars T. A continual learning survey: Defying forgetting in classification tasks. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 33544669 DOI: 10.1109/TPAMI.2021.3057446   
2021 Kang J, Ullah Z, Gwak J. MRI-Based Brain Tumor Classification Using Ensemble of Deep Features and Machine Learning Classifiers. Sensors (Basel, Switzerland). 21. PMID 33810176 DOI: 10.3390/s21062222   
2021 Yoneyama R, Duran AJ, Del Pobil AP. Integrating Sensor Models in Deep Learning Boosts Performance: Application to Monocular Depth Estimation in Warehouse Automation. Sensors (Basel, Switzerland). 21. PMID 33669506 DOI: 10.3390/s21041437   
2021 Liu H, Ong YS, Jiang X, Wang X. Deep Latent-Variable Kernel Learning. Ieee Transactions On Cybernetics. PMID 33750728 DOI: 10.1109/TCYB.2021.3062140   
2021 Zheng X, Zhang Y, Hong S, Li H, Tang L, Xiong Y, Zhou J, Wang Y, Sun X, Zhu P, Wu C, Ji R. Evolving Fully Automated Machine Learning via Life-Long Knowledge Anchors. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 33780333 DOI: 10.1109/TPAMI.2021.3069250   
2021 Maes A, Barahona M, Clopath C. Learning compositional sequences with multiple time scales through a hierarchical network of spiking neurons. Plos Computational Biology. 17: e1008866. PMID 33764970 DOI: 10.1371/journal.pcbi.1008866   
2021 Rao Z, Wu Y, Yang Z, Zhang W, Lu S, Lu W, Zha Z. Visual Navigation With Multiple Goals Based on Deep Reinforcement Learning. Ieee Transactions On Neural Networks and Learning Systems. PMID 33667168 DOI: 10.1109/TNNLS.2021.3057424   
2021 Fotouhi A, Ding M, Hassan M. Deep Q-Learning for Two-Hop Communications of Drone Base Stations. Sensors (Basel, Switzerland). 21. PMID 33799546 DOI: 10.3390/s21061960   
2021 Tian Y, Sun P. Characteristics of the neural coding of causality. Physical Review. E. 103: 012406. PMID 33601638 DOI: 10.1103/PhysRevE.103.012406