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From the 1 of 6 linked papers with an AI index.

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6 papers

cs.RO2026

GigaWorld-Policy-0.5: A Faster and Stronger WAM Empowered by AutoResearch

GigaWorld Team, Angen Ye, Angyuan Ma +26

The paper introduces GigaWorld-Policy-0.5, a robot control model that learns from future visual dynamics during training but generates actions only at inference, achieving faster (…

cs.CV2026

APT: Atomic Physical Transitions for Causal Video-Language Understanding

Shang Wu, Haoran Lu, Songling Liu +7

Physical events are not understood by their names alone, but by the causal state changes that compose them. A clip-level label such as "bounce" can be correct while hiding the proc…

cs.RO2026

MagicSim: A Unified Infrastructure for Executable Embodied Interaction

Haoran Lu, Songling Liu, Yue Chen +15

Robot learning and embodied agents now require simulation to serve as a shared execution substrate linking control, skills, and planning, not only as a renderer, controller testbed…

cs.RO2026

AnnotateAnything: Automatic Annotation of 3D Assets for Robot Manipulation

Haoran Lu, Mutian Shen, Shuyang Yu +9

Simulation enables scalable robot data collection, but raw 3D assets provide only geometry, lacking the semantic, interactive, and physical knowledge needed to specify where and ho…

cs.CV2026

Phys4D: Fine-Grained Physics-Consistent 4D Modeling from Video Diffusion

Haoran Lu, Shang Wu, Songling Liu +10

Recent video diffusion models have achieved impressive capabilities as large-scale generative world models. However, these models often struggle with fine-grained physical consiste…

cs.CV2025

FCoT-VL:Advancing Text-oriented Large Vision-Language Models with Efficient Visual Token Compression

Jianjian Li, Junquan Fan, Feng Tang +6

The rapid success of Vision Large Language Models (VLLMs) often depends on the high-resolution images with abundant visual tokens, which hinders training and deployment efficiency.…