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Action Planning

2 articles · Page 1 of 1
PaperAgent
PaperAgent
Aug 31, 2026 · Artificial Intelligence

A First Systematic Review of Multimodal Agentic Frameworks

This article surveys multimodal agentic frameworks, proposing a taxonomy that maps modality‑fusion strategies to the five core agent modules (perception, reasoning, planning, memory, action), evaluates four application domains across five performance dimensions, and highlights architectural trade‑offs and benchmark results.

AI AgentsAction PlanningAgentic Frameworks
0 likes · 15 min read
A First Systematic Review of Multimodal Agentic Frameworks
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Apr 1, 2026 · Artificial Intelligence

World Models Ending Pixel Reconstruction: 14‑Paper JEPA Roadmap

The article reviews Yann LeCun's world‑model research program, detailing how the JEPA family of models abandons pixel‑level reconstruction in favor of abstract feature prediction across images, video, audio, 3D data, and action planning, and summarises the empirical gains reported in fourteen key papers.

3DAction PlanningJEPA
0 likes · 18 min read
World Models Ending Pixel Reconstruction: 14‑Paper JEPA Roadmap