conftrace_

time series generation

19 papers

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Also known as

TSG

Co-occurring keywords

diffusion model (3751) generative model (2892) generative adversarial network (1944) vector quantization (257) temporal dependencies (28) variational autoencoder (1288) stochastic differential equation (181) market simulation (4) financial data generation (2) conditional generation (283)

Papers

Context-Aware Diffusion for Telemetry Time Series with Permutation-Stable Feature Modeling (Student Abstract) AAAI 2026
TSGDiff: Rethinking Synthetic Time Series Generation from a Pure Graph Perspective AAAI 2026
DiM-TS: Bridge the Gap Between Selective State Space Models and Time Series for Generative Modeling AAAI 2026
K-ProtoDiff: Key Prototypes-Guided Diffusion for Time Series Generation AAAI 2026
TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts AAAI 2025
Population Aware Diffusion for Time Series Generation AAAI 2025
SDformer: Similarity-driven Discrete Transformer For Time Series Generation NIPS 2024
Market-GAN: Adding Control to Financial Market Data Generation with Semantic Context AAAI 2024
FIDE: Frequency-Inflated Conditional Diffusion Model for Extreme-Aware Time Series Generation NIPS 2024
Deep Latent State Space Models for Time-Series Generation ICML 2023
Vector Quantized Time Series Generation with a Bidirectional Prior Model AISTATS 2023
Directed Chain Generative Adversarial Networks ICML 2023
Causal Recurrent Variational Autoencoder for Medical Time Series Generation AAAI 2023
Non-adversarial training of Neural SDEs with signature kernel scores NIPS 2023
PCF-GAN: generating sequential data via the characteristic function of measures on the path space NIPS 2023
On the Constrained Time-Series Generation Problem NIPS 2023
Capturing actionable dynamics with structured latent ordinary differential equations UAI 2022
Conditional Loss and Deep Euler Scheme for Time Series Generation AAAI 2022
Generating Realistic Stock Market Order Streams AAAI 2020