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Time Series Generation

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Showing 51–87 of 87 papers

TitleStatusHype
Trajectory Generator Matching for Time Series—0
LeMoLE: LLM-Enhanced Mixture of Linear Experts for Time Series Forecasting—0
AIGC for Industrial Time Series: From Deep Generative Models to Large Generative Models—0
Application of time-series quantum generative model to financial data—0
A Study of Posterior Stability for Time-Series Latent Diffusion—0
A Survey of Transformer Enabled Time Series Synthesis—0
A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining—0
Attentive Gaussian processes for probabilistic time-series generation—0
Blending Low and High-Level Semantics of Time Series for Better Masked Time Series Generation—0
BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling—0
CENTS: Generating synthetic electricity consumption time series for rare and unseen scenarios—0
Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data—0
Class Conditional Time Series Generation with Structured Noise Space GAN—0
CoFinDiff: Controllable Financial Diffusion Model for Time Series Generation—0
Conditional Loss and Deep Euler Scheme for Time Series Generation—0
Constrained Posterior Sampling: Time Series Generation with Hard Constraints—0
Controlled time series generation for automotive software-in-the-loop testing using GANs—0
Decision-Aware Conditional GANs for Time Series Data—0
Deep Generative Methods for Producing Forecast Trajectories in Power Systems—0
Deep Generative Modeling for Financial Time Series with Application in VaR: A Comparative Review—0
Diffusion-assisted Model Predictive Control Optimization for Power System Real-Time Operation—0
ECG synthesis with Neural ODE and GAN models—0
Exploring Fungal Morphology Simulation and Dynamic Light Containment from a Graphics Generation Perspective—0
Federated Time Series Generation on Feature and Temporally Misaligned Data—0
Forging Time Series with Language: A Large Language Model Approach to Synthetic Data Generation—0
From Private to Public: Benchmarking GANs in the Context of Private Time Series Classification—0
High Rank Path Development: an approach of learning the filtration of stochastic processes—0
How to Unlock Time Series Editing? Diffusion-Driven Approach with Multi-Grained Control—0
IMUDiffusion: A Diffusion Model for Multivariate Time Series Synthetisation for Inertial Motion Capturing Systems—0
Synthetic Time Series for Anomaly Detection in Cloud Microservices—0
Leveraging Image-based Generative Adversarial Networks for Time Series Generation—0
Leveraging Priors via Diffusion Bridge for Time Series Generation—0
MSDformer: Multi-scale Discrete Transformer For Time Series Generation—0
On the Constrained Time-Series Generation Problem—0
Quantum Quantile Mechanics: Solving Stochastic Differential Equations for Generating Time-Series—0
Quick and Easy Time Series Generation with Established Image-based GANs—0
Random pattern and frequency generation using a photonic reservoir computer with output feedback—0
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