time series generation

Context-Aware Diffusion for Telemetry Time Series with Permutation-Stable Feature Modeling (Student Abstract) AAAI 2026 DiM-TS: Bridge the Gap Between Selective State Space Models and Time Series for Generative Modeling AAAI 2026 FloodDiffusion: Tailored Diffusion Forcing for Streaming Motion Generation CVPR 2026 K-ProtoDiff: Key Prototypes-Guided Diffusion for Time Series Generation AAAI 2026 TSGDiff: Rethinking Synthetic Time Series Generation from a Pure Graph Perspective AAAI 2026 Population Aware Diffusion for Time Series Generation AAAI 2025 SigDiffusions: Score-Based Diffusion Models for Time Series via Log-Signature Embeddings ICLR 2025 TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts AAAI 2025 Variational Schrödinger Momentum Diffusion AISTATS 2025 Cumulative Difference Learning VAE for Time-Series with Temporally Correlated Inflow-Outflow AAAI 2024 Diffusion-TS: Interpretable Diffusion for General Time Series Generation ICLR 2024 FIDE: Frequency-Inflated Conditional Diffusion Model for Extreme-Aware Time Series Generation NeurIPS 2024 Market-GAN: Adding Control to Financial Market Data Generation with Semantic Context AAAI 2024 SDformer: Similarity-driven Discrete Transformer For Time Series Generation NeurIPS 2024 Utilizing Image Transforms and Diffusion Models for Generative Modeling of Short and Long Time Series NeurIPS 2024 AEC-GAN: Adversarial Error Correction GANs for Auto-Regressive Long Time-Series Generation AAAI 2023 Causal Recurrent Variational Autoencoder for Medical Time Series Generation AAAI 2023 Deep Latent State Space Models for Time-Series Generation ICML 2023 Directed Chain Generative Adversarial Networks ICML 2023 Non-adversarial training of Neural SDEs with signature kernel scores NeurIPS 2023 On the Constrained Time-Series Generation Problem NeurIPS 2023 PCF-GAN: generating sequential data via the characteristic function of measures on the path space NeurIPS 2023 Vector Quantized Time Series Generation with a Bidirectional Prior Model AISTATS 2023 Capturing actionable dynamics with structured latent ordinary differential equations UAI 2022 Conditional Loss and Deep Euler Scheme for Time Series Generation AAAI 2022