Author

Ji-Yao Liu

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Preprint Aug 2026

Dual-Cache Latent Space Communication between Heterogeneous Language Models

Multi-agent LLM systems split work across models, so answering often requires knowledge that sits in another agent's context: a Sharer has encoded information that a Receiver needs to complete its task. They usually communicate by exchanging text, which puts autoregressive decoding on the critical path and reduces the...

Ji-Yao Liu, Qi Zhang, Yaoyi Jia et al. · 1 citation

Jul 2026

Evidence-Grounded AI for Musculoskeletal Care

OrthoPilot is a clinical artificial intelligence system powered by a large language model (LLM) that integrates hospital data streams with authoritative external knowledge for continuous musculoskeletal care and autonomously retrieves real-time imaging, laboratory, pathology and order data and translates evolving patie...

Wenjie Li, Yu-Jie Zhang, Fanrui Zhang et al. · arXiv.org · 0 citations

Preprint Jul 2026

EvoGraph-R1: Self-Evolving Multimodal Knowledge Hypergraphs for Agentic Retrieval

EvoGraph-R1 is introduced, a self-evolving GraphRAG framework that reconceptualizes knowledge graphs as dynamic environments shaped through agent interactions, establishing self-evolving knowledge graphs as a fundamental paradigm across modalities.

Jiashi Lin, Changhong Jiang, Xiangru Lin et al. · 1 citation