{"total":15,"rows":[{"id":"2412.01786","title":"Gradient-Free Generation for Hard-Constrained Systems","created":"2024-12-02","cited_by_count":38,"area":"diffusion"},{"id":"2409.02322","title":"TimeDiT: General-purpose Diffusion Transformers for Time Series Foundation Model","created":"2024-09-03","cited_by_count":33,"area":"diffusion"},{"id":"2410.21154","title":"Trajectory Flow Matching with Applications to Clinical Time Series Modeling","created":"2024-10-28","cited_by_count":24,"area":"diffusion"},{"id":"2503.02445","title":"BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling","created":"2025-03-04","cited_by_count":19,"area":"diffusion"},{"id":"2406.16028","title":"TimeAutoDiff: A Unified Framework for Generation, Imputation, Forecasting, and Time-Varying Metadata Conditioning of Heterogeneous Time Series Tabular Data","created":"2024-06-23","cited_by_count":5,"area":"diffusion"},{"id":"2412.03068","title":"Domain Fusion Controllable Generalization for Cross-Domain Time Series Forecasting from Multi-Domain Integrated Distribution","created":"2024-12-04","cited_by_count":1,"area":"diffusion"},{"id":"2512.22688","title":"Autoregressive Flow Matching for Motion Prediction","created":"2025-12-27","cited_by_count":1,"area":"diffusion"},{"id":"2602.06597","title":"DiTS: Multimodal Diffusion Transformers Are Time Series Forecasters","created":"2026-02-06","cited_by_count":1,"area":"diffusion"},{"id":"2506.03502","title":"CHIME: Conditional Hallucination and Integrated Multi-scale Enhancement for Time Series Diffusion Model","created":"2025-06-04","cited_by_count":0,"area":"diffusion"},{"id":"2605.17866","title":"DAD4TS: Data-Augmentation-Oriented Diffusion Model for Time-Series Forecasting with Small-Scale Data","created":"2026-05-18","cited_by_count":0,"area":"diffusion"},{"id":"2605.24548","title":"Deep ZakaiJ: Structured Filtering for Jump-Diffusion Time Series Forecasting","created":"2026-05-23","cited_by_count":0,"area":"diffusion"},{"id":"2606.20812","title":"B[FM]$^2$: Brain Foundation Model via Flow Matching with SplitUNet","created":"2026-06-18","cited_by_count":0,"area":"diffusion"},{"id":"2608.14067","title":"When Denoising Hurts: Rethinking the Terminal Step of Diffusion Time Series Forecasters -- Extended Version","created":"2026-08-14","cited_by_count":0,"area":"diffusion"},{"id":"2609.22643","title":"Monotone-Constrained Diffusion Models for Long-Horizon Production Forecasting","created":"2026-09-18","cited_by_count":0,"area":"diffusion"},{"id":"2609.34507","title":"KiT: A Foundation Model for Financial Time-Series Forecasting using DiffusionTransformers","created":"2026-09-28","cited_by_count":0,"area":"diffusion"}],"next_cursor":null}