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Author

Shingo Murata

3 papers indexed here

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Deep Active Inference with Diffusion Policy and Multiple Timescale World Model for Real-World Exploration and Navigation

A deep AIF framework that integrates a diffusion policy as the policy model and a multiple timescale recurrent state-space model (MTRSSM) as the world model is proposed, demonstrating how AIF based on EFE minimization can unify exploration and goal-directed navigation in real-world robotic settings.

Riko Yokozawa, Kentaro Fujii, Yuta Nomura et al. · 1 citation
Open access Aug 2026

ActivAsk: Free-Energy-Guided Clarification for Robotic Grasping Under Ambiguous Instructions

ActivAsk is presented, a zero-shot framework for resolving referential ambiguity before robotic grasping that selects among VLM-proposed candidate partitions using an expected free energy (EFE) criterion motivated by active inference; with neutral response preferences, this reduces to information gain over candidate pa...

Haoandong Yang, Gabriel W. Haddon-Hill, Teresa Zielińska et al. · 0 citations

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