Wei Hu

OaK transforms LLM agents by grounding their decision-making processes in dynamically constructed ontologies, leading to enhanced reliability in multi-step reasoning.

Motion transfer can now succeed across vastly different object categories, achieving state-of-the-art fidelity without relying on fixed structural correspondences.

EDA not only corrects the current memory write but also actively removes outdated information, leading to superior performance in long-context scenarios.

Smart Search outperforms traditional retrieval methods, achieving superior answer quality and evidence coverage for complex geospatial queries.

Explicitly leveraging structural context in entity alignment can significantly enhance performance, with ContextEA outperforming fine-tuned models on unseen knowledge graphs.