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gilt-checkpoint

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This PR adds a comprehensive model card for GILT (Graph In-context Learning Transformer). It includes:

• The graph-ml pipeline tag in the metadata.
• Links to the paper "GILT: An LLM-Free, Tuning-Free Graph Foundational Model for In-Context Learning".
• A link to the official GitHub repository.
• Detailed installation and quick-start usage instructions for both training and few-shot evaluation, based on the provided README.