Sequence Modeling

Discovering Sequential Patterns with Predictable Inter-event Delays AAAI 2024 Existence Is Chaos: Enhancing 3D Human Motion Prediction with Uncertainty Consideration AAAI 2024 Gated Inference Network: Inference and Learning State-Space Models NeurIPS 2024 Identifying Spatio-Temporal Drivers of Extreme Events NeurIPS 2024 Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference NeurIPS 2024 InsertGNN: A Hierarchical Graph Neural Network for the TOEFL Sentence Insertion Problem EMNLP 2024 Non-Autoregressive Machine Translation as Constrained HMM ACL 2024 OnlineTAS: An Online Baseline for Temporal Action Segmentation NeurIPS 2024 PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting NeurIPS 2024 Prediction from compression for models with infinite memory, with applications to hidden Markov and renewal processes COLT 2024 Spectral Learning of Shared Dynamics Between Generalized-Linear Processes NeurIPS 2024 Transition-based Opinion Generation for Aspect-based Sentiment Analysis ACL 2024 An Investigation of Noise in Morphological Inflection ACL 2023 Automatic Integration for Spatiotemporal Neural Point Processes NeurIPS 2023 Compositional Generalization without Trees using Multiset Tagging and Latent Permutations ACL 2023 Concurrent Multi-Label Prediction in Event Streams AAAI 2023 Conjunct Resolution in the Face of Verbal Omissions ACL 2023 ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling NeurIPS 2023 Does Listener Gaze in Face-to-Face Interaction Follow the Entropy Rate Constancy Principle: An Empirical Study EMNLP 2023 EINNs: Epidemiologically-Informed Neural Networks AAAI 2023 Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders AAAI 2023 Event-independent temporal positioning: application to French clinical text ACL 2023 Hierarchical Contrastive Learning for Temporal Point Processes AAAI 2023 Hierarchically Gated Recurrent Neural Network for Sequence Modeling NeurIPS 2023 How to Train your HIPPO: State Space Models with Generalized Orthogonal Basis Projections ICLR 2023