| Sequential Place Learning: Heuristic-Free High-Performance Long-Term Place Recognition | Mar 2, 2021 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 | 5 |
| Learning Long-Term Dependencies in Irregularly-Sampled Time Series | Jun 8, 2020 | Sequential Image ClassificationTime Series | CodeCode Available | 1 | 5 |
| Learning to Combine Top-Down and Bottom-Up Signals in Recurrent Neural Networks with Attention over Modules | Jun 30, 2020 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Learning to Remember More with Less Memorization | Jan 5, 2019 | MemorizationSentiment Analysis | CodeCode Available | 1 | 5 |
| Legendre Memory Units: Continuous-Time Representation in Recurrent Neural Networks | Dec 1, 2019 | Sequential Image ClassificationTime Series | CodeCode Available | 1 | 5 |
| Lipschitz Recurrent Neural Networks | Jun 22, 2020 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Long Expressive Memory for Sequence Modeling | Oct 10, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Traveling Waves Encode the Recent Past and Enhance Sequence Learning | Sep 3, 2023 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Sequence Modeling with Multiresolution Convolutional Memory | May 2, 2023 | Density EstimationListOps | CodeCode Available | 1 | 5 |
| Parallelizing Legendre Memory Unit Training | Feb 22, 2021 | Machine TranslationSentiment Analysis | CodeCode Available | 1 | 5 |
| Efficiently Modeling Long Sequences with Structured State Spaces | Oct 31, 2021 | Data AugmentationLanguage Modeling | CodeCode Available | 1 | 5 |
| Efficient recurrent architectures through activity sparsity and sparse back-propagation through time | Jun 13, 2022 | Gesture RecognitionLanguage Modeling | CodeCode Available | 1 | 5 |
| An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling | Mar 4, 2018 | Audio SynthesisLanguage Modelling | CodeCode Available | 1 | 5 |
| Resurrecting Recurrent Neural Networks for Long Sequences | Mar 11, 2023 | ClassificationComputational Efficiency | CodeCode Available | 1 | 5 |
| FlexConv: Continuous Kernel Convolutions with Differentiable Kernel Sizes | Oct 15, 2021 | DescriptiveImage Classification | CodeCode Available | 1 | 5 |
| Coupled Oscillatory Recurrent Neural Network (coRNN): An accurate and (gradient) stable architecture for learning long time dependencies | Oct 2, 2020 | Sentiment AnalysisSequential Image Classification | CodeCode Available | 1 | 5 |
| CKConv: Continuous Kernel Convolution For Sequential Data | Feb 4, 2021 | Permuted-MNISTSequential Image Classification | CodeCode Available | 1 | 5 |
| HiPPO: Recurrent Memory with Optimal Polynomial Projections | Aug 17, 2020 | Permuted-MNISTSequential Image Classification | CodeCode Available | 1 | 5 |
| SMPConv: Self-moving Point Representations for Continuous Convolution | Apr 5, 2023 | DescriptiveImage Classification | CodeCode Available | 1 | 5 |
| DeepSeqSLAM: A Trainable CNN+RNN for Joint Global Description and Sequence-based Place Recognition | Nov 17, 2020 | Autonomous DrivingAutonomous Navigation | CodeCode Available | 1 | 5 |
| UnICORNN: A recurrent model for learning very long time dependencies | Mar 9, 2021 | Sentiment AnalysisSequential Image Classification | CodeCode Available | 1 | 5 |
| RNNs of RNNs: Recursive Construction of Stable Assemblies of Recurrent Neural Networks | Jun 16, 2021 | Sequential Image Classification | CodeCode Available | 0 | 5 |
| AntisymmetricRNN: A Dynamical System View on Recurrent Neural Networks | Feb 26, 2019 | Sequential Image Classification | CodeCode Available | 0 | 5 |
| A Simple Way to Initialize Recurrent Networks of Rectified Linear Units | Apr 3, 2015 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Combining Recurrent, Convolutional, and Continuous-time Models with Linear State-Space Layers | Oct 26, 2021 | Computational Efficiencyimage-classification | CodeCode Available | 0 | 5 |
| Deep Independently Recurrent Neural Network (IndRNN) | Oct 11, 2019 | Language ModellingSequential Image Classification | CodeCode Available | 0 | 5 |
| Delayed Memory Unit: Modelling Temporal Dependency Through Delay Gate | Oct 23, 2023 | Computational EfficiencyGesture Recognition | CodeCode Available | 0 | 5 |
| Dilated Recurrent Neural Networks | Oct 5, 2017 | Sequential Image Classification | CodeCode Available | 0 | 5 |
| Full-Capacity Unitary Recurrent Neural Networks | Oct 31, 2016 | Open-Ended Question AnsweringSequential Image Classification | CodeCode Available | 0 | 5 |
| Gating Revisited: Deep Multi-layer RNNs That Can Be Trained | Nov 25, 2019 | Action RecognitionAction Recognition In Videos | CodeCode Available | 0 | 5 |
| Improving the Gating Mechanism of Recurrent Neural Networks | Oct 22, 2019 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN | Mar 13, 2018 | Language ModellingSequential Image Classification | CodeCode Available | 0 | 5 |
| Long short-term memory and learning-to-learn in networks of spiking neurons | Mar 26, 2018 | Reinforcement LearningSequential Image Classification | CodeCode Available | 0 | 5 |
| Recurrent Batch Normalization | Mar 30, 2016 | General ClassificationLanguage Modeling | CodeCode Available | 0 | 5 |
| Recurrent Highway Networks with Grouped Auxiliary Memory | Dec 13, 2019 | image-classificationImage Classification | CodeCode Available | 0 | 5 |
| R-Transformer: Recurrent Neural Network Enhanced Transformer | Jul 12, 2019 | Language ModellingMusic Modeling | CodeCode Available | 0 | 5 |
| Trellis Networks for Sequence Modeling | Oct 15, 2018 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| Unitary Evolution Recurrent Neural Networks | Nov 20, 2015 | Sequential Image Classification | CodeCode Available | 0 | 5 |
| Image Classification using Sequence of Pixels | Sep 23, 2022 | Classificationimage-classification | —Unverified | 0 | 0 |
| Cortical microcircuits as gated-recurrent neural networks | Nov 7, 2017 | image-classificationImage Classification | —Unverified | 0 | 0 |
| VCI-LSTM: Vector Choquet Integral-based Long Short-Term Memory | Nov 14, 2022 | image-classificationImage Classification | —Unverified | 0 | 0 |
| Combining Recurrent, Convolutional, and Continuous-time Models with Linear State Space Layers | May 21, 2021 | Computational Efficiencyimage-classification | —Unverified | 0 | 0 |
| Minion Gated Recurrent Unit for Continual Learning | Mar 8, 2025 | Continual Learningimage-classification | —Unverified | 0 | 0 |
| Learning Long Sequences in Spiking Neural Networks | Dec 14, 2023 | image-classificationImage Classification | —Unverified | 0 | 0 |