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#control-framework

Agentic Visual Generation: From Generative Models to Agentic Control

Hugging Face Daily Papers ↗ · 2026-09-06 Cached

This paper proposes a four-level framework classifying agentic visual generation systems based on the controller's direct decision scope over generation operations, from fixed support to experience-adaptive control.

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#control-framework

Toward Goal-Agnostic Joint-Embedding Predictive Control of Partial Differential Equations

arXiv cs.LG ↗ · 2026-07-27 Cached

This paper presents a goal-agnostic control framework for partial differential equations using a joint-embedding predictive architecture (JEPA) with a lightweight 2D ViT encoder and action-conditioned latent dynamics, showing that using a learned physical observable probe outperforms raw latent distance for control tasks.

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