Sequence Modeling

Differentiable Filtering for Learning Hidden Markov Models L4DC 2026 Advancing Sequential Numerical Prediction in Autoregressive Models ACL 2025 Auto-Regressive Moving Diffusion Models for Time Series Forecasting AAAI 2025 Beyond cognacy ACL 2025 Deep Representation Learning for Forecasting Recursive and Multi-Relational Events in Temporal Networks AAAI 2025 DialG2P: Dialectal Grapheme-to-Phoneme. Arabic as a Case Study EMNLP 2025 dyAb: Flow Matching for Flexible Antibody Design with AlphaFold-driven Pre-binding Antigen AAAI 2025 Efficiently Enhancing Long-term Series Forecasting via Ultra-long Lookback Windows AAAI 2025 ExPERT: Modeling Human Behavior Under External Stimuli Aware Personalized MTPP AAAI 2025 GeoMamba: Towards Multi-granular POI Recommendation with Geographical State Space Model AAAI 2025 Intent Oriented Contrastive Learning for Sequential Recommendation AAAI 2025 Language Pre-training Guided Masking Representation Learning for Time Series Classification AAAI 2025 Modeling Latent Non-Linear Dynamical System over Time Series AAAI 2025 Neural Temporal Point Processes for Forecasting Directional Relations in Evolving Hypergraphs AAAI 2025 Neural Variable-Order Fractional Differential Equation Networks AAAI 2025 On the Expressiveness and Length Generalization of Selective State Space Models on Regular Languages AAAI 2025 Public Opinion Field Effect and Hawkes Process Join Hands for Information Popularity Prediction AAAI 2025 Real-Time Calibration Model for Low-Cost Sensor in Fine-Grained Time Series AAAI 2025 Self-attention-based Diffusion Model for Time-series Imputation in Partial Blackout Scenarios AAAI 2025 SNAP: Semantic Stories for Next Activity Prediction AAAI 2025 Statistical and Neural Methods for Hawaiian Orthography Modernization EMNLP 2025 Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting NeurIPS 2024 A Tractable Inference Perspective of Offline RL NeurIPS 2024 Conformal Prediction Regions for Time Series Using Linear Complementarity Programming AAAI 2024 Decomposable Transformer Point Processes NeurIPS 2024