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Zhang-Jie Fu

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#machine learning Conference Jan 2026

Breaking the Reasoning Horizon in Entity Alignment Foundation Models

This work proposes a EA foundation model driven by a parallel encoding strategy that facilitates anchor-conditioned message passing and significantly shortens the inference trajectory by leveraging local structural proximity instead of global search.

Yuanning Cui, Zequn Sun, Wei Hu et al. · 1 citation
#artificial intelligence Open access Nov 2025

KGFR: A Foundation Retriever for Generalized Knowledge Graph Question Answering

The LLM–KGFR collaborative framework, where an LLM works with a structured retriever, the Knowledge Graph Foundation Retriever (KGFR), achieves strong performance while maintaining scalability and generalization, providing a practical solution for KG-augmented reasoning.

Yuanning Cui, Zequn Sun, Wei Hu et al. · 0 citations

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