الباحثون

Liu Yang

المنشورات 2

نسخة أولية وصول مفتوح

Harnessing Multimodal Large Language Models for Training-Free Human-Object Interaction Detection

Zhaolin Cai, Huiyu Duan, Liu Yang وآخرون · 2026

Human-object interaction (HOI) detection aims to localize human-object pairs and recognize their interactions. Traditional supervised methods perform strongly but rely on task-specific training. Recent multimodal large language models (MLLMs) offer a promising route to training-free HOI detection through their broad vi …

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Machine Unlearning for Large Language Models: Foundations, Advances, and Agentic Extensions

Xiaoyu Xu, Minxin Du, Li Bai وآخرون · 2026

Machine unlearning aims to remove target influence while preserving other capabilities. This survey compares methods, benchmarks, and evidence across large language models and systems using retrieval, memory, tools, and interacting agents. A five-layer framework connects removal requests, system boundaries, target loca …

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