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Animesh Garg

2 papers indexed

arxivcs.ROcs.AIcs.CV2026-07-07

FORGE: Towards Functional Tool-Use Generalization via Keypoint Trajectory Reasoning

Chuhao Zhou, Liquan Wang, Shuxin Cao, Xiangyu Chen, Yuxuan Hu, Boyu Ma, et al.

While humans readily repurpose a book, a stone, or a shoe to drive a nail, robots trained on specific tools fail to transfer the same function to novel ones -- a gap we formalize as functional generalization. Such tools share a common functional intent that is visually recognizab…

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arxivcs.RO2026-06-28

Hierarchical Policy Learning via Spectral Decomposition

Shuxin Cao, Liquan Wang, Walker Byrnes, Yiye Chen, Yilun Du, Animesh Garg

In this paper, we identify a semantic decomposition in robot action sequences, separating task-level motion intent from execution-level refinements. By analyzing actions in the spectral domain using the discrete cosine transform (DCT), we observe that low-frequency components cap…

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