Papers by Muhammad Umer Sheikh
GCA Framework: A GCC Countries–Grounded Dataset and Agentic Pipeline for Climate Decision Support (2026.acl-long)
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| Challenge: | Climate decision support systems are weak in region-specific climate knowledge and interaction with geospatial and forecasting tools. |
| Approach: | They propose a framework that unifies a curated multimodal dataset and a tool-augmented agent for climate analysis. |
| Outcome: | The proposed framework improves reliability over general-purpose models on climate tasks in the Gulf region. |