asynchronous time series 1conditional generation 1diffusion models 1forecasting 1retrieval augmentation 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
ReDiTT: Retrieval Augmented Conditional Diffusion Transformers for Asynchronous Time Series
Saiyue Lyu, Zhitian Zhang, Ruizhi Deng +1
The paper proposes ReDiTT, a diffusion‑based conditional transformer that retrieves similar latent sequences from a memory bank to improve prediction of the next event time and typ…
cs.LG2025
ADiff4TPP: Asynchronous Diffusion Models for Temporal Point Processes
Amartya Mukherjee, Ruizhi Deng, He Zhao +3
This work introduces a novel approach to modeling temporal point processes using diffusion models with an asynchronous noise schedule. At each step of the diffusion process, the no…