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Silei Chen

2 accepted papers

2026

Multi-Domain Transferable Graph Gluing for Building Graph Foundation Models

ICLR 2026oral

Multi-domain graph pre-training integrates knowledge from diverse domains to enhance performance in the target domains, which is crucial for building graph foundation models. Despite initial success, existing solutions often fall short of answering a fundamental question: how is knowledge integrated…

Cited by 0SourceScholar
2025

Controllable Protein Sequence Generation with LLM Preference Optimization

AAAI 2025technical

Designing proteins with specific attributes offers an important solution to address biomedical challenges. Pre-trained protein large language models (LLMs) have shown promising results on protein sequence generation. However, to control sequence generation for specific attributes, existing work stil…