Papers by Wenyi WU
Hybrid Self-evolving Structured Memory for Computer-Use Agents (2026.findings-acl)
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| Challenge: | despite advances in vision–language models, real-world computer-use tasks remain challenging due to long-horizon workflows, diverse interfaces, and frequent intermediate errors. |
| Approach: | They propose a graph-based memory that couples discrete symbolic nodes with continuous trajectory embeddings. |
| Outcome: | The proposed system outperforms closed-source models in Qwen2.5-VL-7B and Gemini2.5-Pro-Vision on desktop and mobile platforms. |