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Shanghai Jiao Tong University
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Current multimodal agents fail to consistently pass CAPTCHA tests, revealing fundamental limitations in their ability to replace humans in automated workflows.
Motion editing and retargeting are two sides of the same generative coin, solvable with a single conditional flow model.
Self-evolving agents can now learn more efficiently in resource-constrained environments by explicitly structuring experience into a tool graph memory that facilitates planning and tool reuse.