Author

David S. Doermann

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Preprint Sep 2026

Back2Struct: Making Structured Images Editable Again

Structured images, such as diagrams, charts, and flowcharts, are inherently symbolic and can be compactly represented in an editable format, yet in practice, they are often rendered as images, and therefore not graphically editable. This mismatch presents a significant challenge for researchers, engineers, and designer...

Peng-Yu Yan, Yi-Xin Wu, Yun-Jie Tian et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Exploring Collaboration between a language and a non-language agent

To solve LLM collaboration with non-language agents, latent state internalization is introduced, which projects the subagent's continuous representations directly into the LLM's token stream as learned state tokens, with dynamic re-encoding as actions advance the environment state.

Harini S.I., Somesh Singh, Yaman Kumar Singla et al. · 1 citation