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Time Series Generation

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Showing 51–87 of 87 papers

TitleStatusHype
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
TimeLDM: Latent Diffusion Model for Unconditional Time Series Generation—0
Time Series Diffusion Method: A Denoising Diffusion Probabilistic Model for Vibration Signal Generation—0
Time series forecasting for multidimensional telemetry data using GAN and BiLSTM in a Digital Twin—0
Time-series Generation by Contrastive Imitation—0
Time series generation for option pricing on quantum computers using tensor network—0
Time Weaver: A Conditional Time Series Generation Model—0
Towards Controllable Time Series Generation—0
Towards Synthetic Multivariate Time Series Generation for Flare Forecasting—0
Trajectory Generator Matching for Time Series—0
TimEHR: Image-based Time Series Generation for Electronic Health RecordsCode0
GRATIS: GeneRAting TIme Series with diverse and controllable characteristicsCode0
Data augmentation through multivariate scenario forecasting in Data Centers using Generative Adversarial NetworksCode0
AVATAR: Adversarial Autoencoders with Autoregressive Refinement for Time Series GenerationCode0
PATH: A Discrete-sequence Dataset for Evaluating Online Unsupervised Anomaly Detection Approaches for Multivariate Time SeriesCode0
WaveStitch: Flexible and Fast Conditional Time Series Generation with Diffusion ModelsCode0
SigDiffusions: Score-Based Diffusion Models for Long Time Series via Log-Signature EmbeddingsCode0
Real-valued (Medical) Time Series Generation with Recurrent Conditional GANsCode0
Neural SDEs for Conditional Time Series Generation and the Signature-Wasserstein-1 metricCode0
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