Spatio-Temporal Event Graph Navigation is proposed, a training-free framework that extends conventional scene graphs into spatio-temporal event graphs along complementary spatial and temporal axes and demonstrates that event-driven spatio-temporal representations improve navigation reliability and cross-subtask experie...
Yang Chen, Zhen-Yu Huang, Wenbo Fu et al.· 2 citations
LookStep is proposed, a unified end-to-end framework that combines Language Centric Future State Modeling and Event Driven Rolling Memory that uses language labels to generate coarse-grained navigation progress and future states for each candidate action, while autonomously deciding whether to write each observation in...
Kun-Yang Yu, Ying-Zhe Li, Hongyu Xu et al.· 2 citations
Vision-Language Navigation (VLN) requires an embodied agent to follow natural-language instructions in unseen environments. Recent progress has been largely driven by Multimodal Large Language Models (MLLMs). Existing methods follow a next-step action prediction paradigm, supervising only the expert action, which requi...
Kun-Yang Yu, Ying-Zhe Li, Hongming Xu et al.· 0 citations
VizRAG is introduced, the first RAG system to support visual hypergraph structure awareness, and demonstrates that VizRAG significantly outperforms strong baselines, validating the promising potential of hypergraph visualization as a novel approach for RAG systems.
Yan-Bin Wei, Yang Chen, Ren-Ling Gan et al.· arXiv.org· 0 citations
Experiments show that NeSy-Spatial consistently improves reasoning accuracy with more precise tool utilization, and is proposed as a neuro-symbolic framework for self-evolving spatial skills.
S. Tian, Zhuoxi Wang, Xuan Zhu et al.· 2 citations
ADAPT (Adversarial Disentangled Prompt Tuning), a robust prompt tuning framework following the philosophy of ``Learning What Not to Learn,'' is proposed, which substantially improves the robustness of the target prompt on unseen classes.
Yang Chen, Zhuang Zhan, Yanbin Wei et al.· 0 citations
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