Recurrent Neural Networks

Multi-Scale Anomaly Detection for Time Series with Attention-based Recurrent Autoencoders ACML 2022 On Scrambling Phenomena for Randomly Initialized Recurrent Networks NeurIPS 2022 On the approximation properties of recurrent encoder-decoder architectures ICLR 2022 On the difficulty of learning chaotic dynamics with RNNs NeurIPS 2022 Oscillatory Fourier Neural Network: A Compact and Efficient Architecture for Sequential Processing AAAI 2022 Parallel Training of GRU Networks with a Multi-Grid Solver for Long Sequences ICLR 2022 projUNN: efficient method for training deep networks with unitary matrices NeurIPS 2022 Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms NeurIPS 2022 Recurrent Memory Transformer NeurIPS 2022 Recurrent Neural Network Controllers Synthesis with Stability Guarantees for Partially Observed Systems AAAI 2022 ReX: An Efficient Approach to Reducing Memory Cost in Image Classification AAAI 2022 RNNPose: Recurrent 6-DoF Object Pose Refinement With Robust Correspondence Field Estimation and Pose Optimization CVPR 2022 RNNs of RNNs: Recursive Construction of Stable Assemblies of Recurrent Neural Networks NeurIPS 2022 Semi-supervised Adversarial Text Generation based on Seq2Seq models EMNLP 2022 Sequence Models for Document Structure Identification in an Undeciphered Script EMNLP 2022 Sequencer: Deep LSTM for Image Classification NeurIPS 2022 Spatio-Temporal Recurrent Networks for Event-Based Optical Flow Estimation AAAI 2022 Stable Long-Term Recurrent Video Super-Resolution CVPR 2022 Temporal Latent Bottleneck: Synthesis of Fast and Slow Processing Mechanisms in Sequence Learning NeurIPS 2022 Trans-KBLSTM: An External Knowledge Enhanced Transformer BiLSTM Model for Tabular Reasoning ACL 2022 Using Neural Machine Translation Methods for Sign Language Translation ACL 2022 A mechanistic multi-area recurrent network model of decision-making NeurIPS 2021 A User-Adaptive Layer Selection Framework for Very Deep Sequential Recommender Models AAAI 2021 Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation AAAI 2021 BME Submission for SIGMORPHON 2021 Shared Task 0. A Three Step Training Approach with Data Augmentation for Morphological Inflection ACL 2021