time series modeling

InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems ICLR 2025 RhythmMamba: Fast, Lightweight, and Accurate Remote Physiological Measurement AAAI 2025 SDE Matching: Scalable and Simulation-Free Training of Latent Stochastic Differential Equations ICML 2025 Time-LlaMA: Adapting Large Language Models for Time Series Modeling via Dynamic Low-rank Adaptation ACL 2025 Toward Interpretable Time Series Modeling: A Kernel Representation Perspective IJCAI 2025 JoLT: Jointly Learned Representations of Language and Time-Series for Clinical Time-Series Interpretation (Student Abstract) AAAI 2024 Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching NeurIPS 2024 TimeSiam: A Pre-Training Framework for Siamese Time-Series Modeling ICML 2024 Trajectory Flow Matching with Applications to Clinical Time Series Modelling NeurIPS 2024 ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling NeurIPS 2023 Learning Hidden Markov Models Using Conditional Samples COLT 2023 Predict the Future from the Past? On the Temporal Data Distribution Shift in Financial Sentiment Classifications EMNLP 2023 Sequential Monte Carlo Learning for Time Series Structure Discovery ICML 2023 Simulating Network Paths with Recurrent Buffering Units AAAI 2023 Tensor Decompositions Meet Control Theory: Learning General Mixtures of Linear Dynamical Systems ICML 2023 Approximation Theory of Convolutional Architectures for Time Series Modelling ICML 2021 Continuous Latent Process Flows NeurIPS 2021 Dynamical Wasserstein Barycenters for Time-series Modeling NeurIPS 2021 Time-Aware Multi-Scale RNNs for Time Series Modeling IJCAI 2021 Recurrent Kalman Networks: Factorized Inference in High-Dimensional Deep Feature Spaces ICML 2019 Can Rumour Stance Alone Predict Veracity? COLING 2018 Deep Bayesian Nonparametric Tracking ICML 2018 Safe Active Learning for Time-Series Modeling with Gaussian Processes NeurIPS 2018 Preventing Gradient Explosions in Gated Recurrent Units NeurIPS 2017 Interpretable Nonlinear Dynamic Modeling of Neural Trajectories NeurIPS 2016