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Zhaoyu Fan

2 accepted papers

2024

Auto-Encoding Morph-Tokens for Multimodal LLM

ICML 2024spotlight

For multimodal LLMs, the synergy of visual comprehension (textual output) and generation (visual output) presents an ongoing challenge. This is due to a conflicting objective: for comprehension, an MLLM needs to abstract the visuals; for generation, it needs to preserve the visuals as much as possib…

2024

Towards Unified Multimodal Editing with Enhanced Knowledge Collaboration

NeurIPS 2024spotlight

The swift advancement in Multimodal LLMs (MLLMs) also presents significant challenges for effective knowledge editing. Current methods, including intrinsic knowledge editing and external knowledge resorting, each possess strengths and weaknesses, struggling to balance the desired properties of relia…