sequence modeling

State-space models with layer-wise nonlinearity are universal approximators with exponential decaying memory NeurIPS 2023 STORM: Efficient Stochastic Transformer based World Models for Reinforcement Learning NeurIPS 2023 Structured State Space Models for In-Context Reinforcement Learning NeurIPS 2023 SutraNets: Sub-series Autoregressive Networks for Long-Sequence, Probabilistic Forecasting NeurIPS 2023 SVP-T: A Shape-Level Variable-Position Transformer for Multivariate Time Series Classification AAAI 2023 Theoretical Conditions and Empirical Failure of Bracket Counting on Long Sequences with Linear Recurrent Networks EACL 2023 Toeplitz Neural Network for Sequence Modeling ICLR 2023 Addressing Optimism Bias in Sequence Modeling for Reinforcement Learning ICML 2022 AutoST: Towards the Universal Modeling of Spatio-temporal Sequences NeurIPS 2022 Block-Recurrent Transformers NeurIPS 2022 Can a Transformer Pass the Wug Test? Tuning Copying Bias in Neural Morphological Inflection Models ACL 2022 CT-SAT: Contextual Transformer for Sequential Audio Tagging Interspeech 2022 Diagonal State Spaces are as Effective as Structured State Spaces NeurIPS 2022 Efficiently Modeling Long Sequences with Structured State Spaces ICLR 2022 Explain My Surprise: Learning Efficient Long-Term Memory by predicting uncertain outcomes NeurIPS 2022 FlowHMM: Flow-based continuous hidden Markov models NeurIPS 2022 ∞-former: Infinite Memory Transformer ACL 2022 FormNet: Structural Encoding beyond Sequential Modeling in Form Document Information Extraction ACL 2022 FourierFormer: Transformer Meets Generalized Fourier Integral Theorem NeurIPS 2022 Frame-Wise Action Representations for Long Videos via Sequence Contrastive Learning CVPR 2022 Generalized Decision Transformer for Offline Hindsight Information Matching ICLR 2022 GRU4RecBE: A Hybrid Session-Based Movie Recommendation System (Student Abstract) AAAI 2022 Hierarchical Transformers Are More Efficient Language Models NAACL 2022 Induced Natural Language Rationales and Interleaved Markup Tokens Enable Extrapolation in Large Language Models EMNLP 2022 Keyphrase Generation via Soft and Hard Semantic Corrections EMNLP 2022