Recurrent Neural Networks

Second-order forward-mode optimization of recurrent neural networks for neuroscience NeurIPS 2024 Separations in the Representational Capabilities of Transformers and Recurrent Architectures NeurIPS 2024 Time Makes Space: Emergence of Place Fields in Networks Encoding Temporally Continuous Sensory Experiences NeurIPS 2024 Understanding the Differences in Foundation Models: Attention, State Space Models, and Recurrent Neural Networks NeurIPS 2024 What Languages are Easy to Language-Model? A Perspective from Learning Probabilistic Regular Languages ACL 2024 A Language Model with Limited Memory Capacity Captures Interference in Human Sentence Processing EMNLP 2023 AlphaBrains at WojoodNER shared task: Arabic Named Entity Recognition by Using Character-based Context-Sensitive Word Representations EMNLP 2023 An Extreme-Adaptive Time Series Prediction Model Based on Probability-Enhanced LSTM Neural Networks AAAI 2023 A Unified Pyramid Recurrent Network for Video Frame Interpolation CVPR 2023 Beyond Geometry: Comparing the Temporal Structure of Computation in Neural Circuits with Dynamical Similarity Analysis NeurIPS 2023 CORNN: Convex optimization of recurrent neural networks for rapid inference of neural dynamics NeurIPS 2023 Deep Equilibrium Models for Snapshot Compressive Imaging AAAI 2023 DeLELSTM: Decomposition-based Linear Explainable LSTM to Capture Instantaneous and Long-term Effects in Time Series IJCAI 2023 Encoding Recurrence into Transformers ICLR 2023 Expressive probabilistic sampling in recurrent neural networks NeurIPS 2023 Fast Saturating Gate for Learning Long Time Scales with Recurrent Neural Networks AAAI 2023 Generating Extractive Answers: Gated Recurrent Memory Reader for Conversational Question Answering EMNLP 2023 GRLSTM: Trajectory Similarity Computation with Graph-Based Residual LSTM AAAI 2023 Hierarchically Gated Recurrent Neural Network for Sequence Modeling NeurIPS 2023 Learning and processing the ordinal information of temporal sequences in recurrent neural circuits NeurIPS 2023 PopSign ASL v1.0: An Isolated American Sign Language Dataset Collected via Smartphones NeurIPS 2023 RWKV: Reinventing RNNs for the Transformer Era EMNLP 2023 Simulating Network Paths with Recurrent Buffering Units AAAI 2023 Store and Fetch Immediately: Everything Is All You Need for Space-Time Video Super-resolution AAAI 2023 The Simplicity Bias in Multi-Task RNNs: Shared Attractors, Reuse of Dynamics, and Geometric Representation NeurIPS 2023