Multi-task Neural Diffusion Processes

Name: Multi-task Neural Diffusion Processes
Uploaded: 2026-10-17T16:02:51.880366+00:00
Duration: 634 s
Description: Multi-task neural diffusion processes extend neural diffusion models to handle multiple related tasks by adding a task encoder. This encoder conditions the model on context observations, allowing for task-conditioned probabilistic regression and few-shot adaptation across functions. The method improves predictive accuracy and uncertainty calibration, especially when context data is available.

Multi-task neural diffusion processes extend neural diffusion models to handle multiple related tasks by adding a task encoder. This encoder conditions the model on context observations, allowing for task-conditioned probabilistic regression and few-shot adaptation across functions. The method improves predictive accuracy and uncertainty calibration, especially when context data is available.

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