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Shuchao Bi

2 accepted papers

2026

Token-Level LLM Collaboration via FusionRoute

ICML 2026poster

Large language models (LLMs) exhibit strengths across diverse domains. However, achieving strong performance across these domains with a single general-purpose model typically requires scaling to sizes that are prohibitively expensive to train and deploy. On the other hand, while smaller domain-spec…

Cited by 0SourceScholar
2024

LEVI: Generalizable Fine-tuning via Layer-wise Ensemble of Different Views

ICML 2024poster

Fine-tuning is becoming widely used for leveraging the power of pre-trained foundation models in new downstream tasks. While there are many successes of fine-tuning on various tasks, recent studies have observed challenges in the generalization of fine-tuned models to unseen distributions (i.e., out…

Cited by 1SourcePDFScholar