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Author

Gang Hua

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Jul 2026

Integrating Agglomerative Perception with One-step Action Generation for Robotic Manipulation.

Flow2Act is presented, a unified framework that integrates agglomerative perception with a deterministic one-step generative policy and devise a curriculum region-aware mechanism via a Spatial-Grounded State Space Duality architecture, demonstrating significant gains in policy performance, robustness to environmental perturbations, and cross-task real-world applicability.

Sen Wang, Le Wang, Hongcheng Huo et al. · 0 citations
Aug 2026

Action-Controlled Scale-Wise Flow Matching for Embodied World Models.

Experiments across action-conditioned robotic manipulation, visual planning, and model-based reinforcement learning, together with action-free driving video prediction, show that SAMPO++ improves visual prediction quality while providing stronger action alignment, counterfactual accuracy, no-op residual suppression, and long-horizon rollout consistency over strong discrete and continuous baselines.

Sen Wang, Sanpin Zhou, Huaiyi Dong et al. · 0 citations

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