David Sussillo, PhD - Related publications

Affiliations: 
Electrical Engineering, Neurosciences Stanford University, Palo Alto, CA 
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50 most relevant papers in past 60 days:
Year Citation  Score
2021 Zenke F, Vogels TP. The Remarkable Robustness of Surrogate Gradient Learning for Instilling Complex Function in Spiking Neural Networks. Neural Computation. 1-27. PMID 33513328 DOI: 10.1162/neco_a_01367   
2021 Li L, Xie J, Li P, Zhang L. Detachable Second-Order Pooling: Toward High-Performance First-Order Networks. Ieee Transactions On Neural Networks and Learning Systems. PMID 33523818 DOI: 10.1109/TNNLS.2021.3052829   
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 Zhuang C, Yan S, Nayebi A, Schrimpf M, Frank MC, DiCarlo JJ, Yamins DLK. Unsupervised neural network models of the ventral visual stream. Proceedings of the National Academy of Sciences of the United States of America. 118. PMID 33431673 DOI: 10.1073/pnas.2014196118   
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 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 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 Zhang C, Zhang D, Stepanyants A. Noise in neurons and synapses enables reliable associative memory storage in local cortical circuits. Eneuro. PMID 33408153 DOI: 10.1523/ENEURO.0302-20.2020   
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 Wen S, Rios A, Ge Y, Itti L. Beneficial Perturbation Network for Designing General Adaptive Artificial Intelligence Systems. Ieee Transactions On Neural Networks and Learning Systems. PMID 33596177 DOI: 10.1109/TNNLS.2021.3054423   
2021 Xiang J, Dong Y, Yang Y. FISTA-Net: Learning A Fast Iterative Shrinkage Thresholding Network for Inverse Problems in Imaging. Ieee Transactions On Medical Imaging. PMID 33493113 DOI: 10.1109/TMI.2021.3054167   
2021 Quax SC, Bosch SE, Peelen MV, van Gerven MAJ. Population codes of prior knowledge learned through environmental regularities. Scientific Reports. 11: 640. PMID 33436692 DOI: 10.1038/s41598-020-79366-z   
2021 Ma R, Zhang B, Zhou Y, Li Z, Lei F. PID Controller-Guided Attention Neural Network Learning for Fast and Effective Real Photographs Denoising. Ieee Transactions On Neural Networks and Learning Systems. PMID 33449884 DOI: 10.1109/TNNLS.2020.3048031   
2021 Zhou Y, Du X, Wang M, Huo S, Zhang Y, Kung SY. Cross-Scale Residual Network: A General Framework for Image Super-Resolution, Denoising, and Deblocking. Ieee Transactions On Cybernetics. PMID 33531310 DOI: 10.1109/TCYB.2020.3044374   
2021 Yu Q, Song S, Ma C, Wei J, Chen S, Tan KC. Temporal Encoding and Multispike Learning Framework for Efficient Recognition of Visual Patterns. Ieee Transactions On Neural Networks and Learning Systems. PMID 33531306 DOI: 10.1109/TNNLS.2021.3052804   
2021 Wang F, Diao X, Chang S, Xu L. Recent Progresses of Deep Learning in Drug Discovery. Current Pharmaceutical Design. PMID 33511933 DOI: 10.2174/1381612827666210129123231   
2021 Jha K, Xun G, Zhang A. Continual Representation Learning For Evolving Biomedical Bipartite Networks. Bioinformatics (Oxford, England). PMID 33532833 DOI: 10.1093/bioinformatics/btab067   
2021 Chang X, Pan H, Sun W, Gao H. YolTrack: Multitask Learning Based Real-Time Multiobject Tracking and Segmentation for Autonomous Vehicles. Ieee Transactions On Neural Networks and Learning Systems. PMID 33577460 DOI: 10.1109/TNNLS.2021.3056383   
2021 Noel JP, Caziot B, Bruni S, Fitzgerald NE, Avila E, Angelaki DE. Supporting generalization in non-human primate behavior by tapping into structural knowledge: Examples from sensorimotor mappings, inference, and decision-making. Progress in Neurobiology. 101996. PMID 33454361 DOI: 10.1016/j.pneurobio.2021.101996   
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 Mao R, Cui R, Chen CLP. Broad Learning With Reinforcement Learning Signal Feedback: Theory and Applications. Ieee Transactions On Neural Networks and Learning Systems. PMID 33460385 DOI: 10.1109/TNNLS.2020.3047941   
2021 Chi R, Hui Y, Huang B, Hou Z, Bu X. Data-Driven Adaptive Consensus Learning From Network Topologies. Ieee Transactions On Neural Networks and Learning Systems. PMID 33556018 DOI: 10.1109/TNNLS.2021.3053186   
2021 Pandey A, Schreurs J, Suykens JAK. Generative Restricted Kernel Machines: A framework for multi-view generation and disentangled feature learning. Neural Networks : the Official Journal of the International Neural Network Society. 135: 177-191. PMID 33395588 DOI: 10.1016/j.neunet.2020.12.010   
2021 Yang S, Wang J, Hao X, Li H, Wei X, Deng B, Loparo KA. BiCoSS: Toward Large-Scale Cognition Brain With Multigranular Neuromorphic Architecture. Ieee Transactions On Neural Networks and Learning Systems. PMID 33428574 DOI: 10.1109/TNNLS.2020.3045492   
2021 Chen J, Gong Z, Wang W, Liu W, Dong X. CRL: Collaborative Representation Learning by Coordinating Topic Modeling and Network Embeddings. Ieee Transactions On Neural Networks and Learning Systems. PMID 33566768 DOI: 10.1109/TNNLS.2021.3054422   
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 Qin S, Mudur N, Pehlevan C. Contrastive Similarity Matching for Supervised Learning. Neural Computation. 1-29. PMID 33617744 DOI: 10.1162/neco_a_01374   
2021 Kc K, Li R, Cui F, Haake A. Predicting Biomedical Interactions with Higher-Order Graph Convolutional Networks. Ieee/Acm Transactions On Computational Biology and Bioinformatics. PMID 33587705 DOI: 10.1109/TCBB.2021.3059415   
2021 Vandenhende S, Georgoulis S, Van Gansbeke W, Proesmans M, Dai D, Van Gool L. Multi-Task Learning for Dense Prediction Tasks: A Survey. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 33497328 DOI: 10.1109/TPAMI.2021.3054719   
2021 Royen R, Denis L, Bolsee Q, Hu P, Munteanu A. MaskLayer: Enabling scalable deep learning solutions by training embedded feature sets. Neural Networks : the Official Journal of the International Neural Network Society. 137: 43-53. PMID 33549982 DOI: 10.1016/j.neunet.2021.01.015   
2021 Harris E, Mihai D, Hare J. How Convolutional Neural Network Architecture Biases Learned Opponency and Color Tuning. Neural Computation. 1-41. PMID 33400902 DOI: 10.1162/neco_a_01356   
2021 Yu J, Liu G. Extracting and inserting knowledge into stacked denoising auto-encoders. Neural Networks : the Official Journal of the International Neural Network Society. 137: 31-42. PMID 33545610 DOI: 10.1016/j.neunet.2021.01.010   
2021 Lu Z, Sreekumar G, Goodman E, Banzhaf W, Deb K, Boddeti VN. Neural Architecture Transfer. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 33465025 DOI: 10.1109/TPAMI.2021.3052758   
2021 Yoon JS, Roh MC, Suk HI. A Plug-in Method for Representation Factorization in Connectionist Models. Ieee Transactions On Neural Networks and Learning Systems. PMID 33566769 DOI: 10.1109/TNNLS.2021.3054480   
2021 Li M, Chen S, Chen X, Zhang Y, Wang Y, Tian Q. Symbiotic Graph Neural Networks for 3D Skeleton-based Human Action Recognition and Motion Prediction. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 33481706 DOI: 10.1109/TPAMI.2021.3053765   
2021 Duan S, Yu S, Principe JC. Modularizing Deep Learning via Pairwise Learning With Kernels. Ieee Transactions On Neural Networks and Learning Systems. PMID 33400656 DOI: 10.1109/TNNLS.2020.3042346   
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 Wang Z, Gu T, Zhu Y, Li D, Yang H, Du W. FLDNet: Frame Level Distilling Neural Network for EEG Emotion Recognition. Ieee Journal of Biomedical and Health Informatics. PMID 33400657 DOI: 10.1109/JBHI.2021.3049119   
2021 Gould S, Hartley R, Campbell DJ. Deep Declarative Networks. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 33591908 DOI: 10.1109/TPAMI.2021.3059462   
2021 Lim DH, Wu S, Zhao R, Lee JH, Jeong H, Shi L. Spontaneous sparse learning for PCM-based memristor neural networks. Nature Communications. 12: 319. PMID 33436611 DOI: 10.1038/s41467-020-20519-z   
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 Schönsberg F, Roudi Y, Treves A. Efficiency of Local Learning Rules in Threshold-Linear Associative Networks. Physical Review Letters. 126: 018301. PMID 33480759 DOI: 10.1103/PhysRevLett.126.018301   
2021 Li C, Yang Y, Liang H, Wu B. Transfer learning for establishment of recognition of COVID-19 on CT imaging using small-sized training datasets. Knowledge-Based Systems. 106849. PMID 33584016 DOI: 10.1016/j.knosys.2021.106849   
2021 Xu X, Zheng H, You C, Guo Z, Wu X. FAR-Net: Feature-Wise Attention-Based Relation Network for Multilabel Jujube Defect Classification. Sensors (Basel, Switzerland). 21. PMID 33429978 DOI: 10.3390/s21020392   
2021 Wang Y, Zhang X, Shen Y, Du B, Zhao G, Cui Lizhen LC, Wen H. Event-Stream Representation for Human Gaits Identification Using Deep Neural Networks. Ieee Transactions On Pattern Analysis and Machine Intelligence. PMID 33502972 DOI: 10.1109/TPAMI.2021.3054886   
2021 Ragab DA, Attallah O, Sharkas M, Ren J, Marshall S. A framework for breast cancer classification using Multi-DCNNs. Computers in Biology and Medicine. 131: 104245. PMID 33556893 DOI: 10.1016/j.compbiomed.2021.104245   
2021 Li L, Hoyer S, Pederson R, Sun R, Cubuk ED, Riley P, Burke K. Kohn-Sham Equations as Regularizer: Building Prior Knowledge into Machine-Learned Physics. Physical Review Letters. 126: 036401. PMID 33543980 DOI: 10.1103/PhysRevLett.126.036401   
2021 Sammut S, Koh RGL, Zariffa J. Compensation Strategies for Bioelectric Signal Changes in Chronic Selective Nerve Cuff Recordings: A Simulation Study. Sensors (Basel, Switzerland). 21. PMID 33445808 DOI: 10.3390/s21020506   
2021 Yu M, Li X, Song Y, Liu J. Visual association learning induces global network reorganization. Neuropsychologia. 107789. PMID 33587930 DOI: 10.1016/j.neuropsychologia.2021.107789   
2021 El-Fiqi H, Wang M, Kasmarik K, Bezerianos A, Tan KC, Abbass HA. Weighted Gate Layer Autoencoders. Ieee Transactions On Cybernetics. PMID 33502995 DOI: 10.1109/TCYB.2021.3049583