Author

Yiwen Liang

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Open access 2026

Adaptive Event-Driven Labeling: A Neuro-Symbolic Multiagent Framework for Causal Inference in Non-Stationary Time Series

This paper proposes Adaptive Event Driven Labeling (AEDL), a novel neurosymbolic framework that synthesizes unstructured semantic data with formal causal inference to disentangle simultaneous supply and demand shocks and introduces a Heterogeneous Multiagent Discussion (HAD) architecture.

Yiwen Liang, Yanan Jiao, Wenjie Ping et al. · IEEE Access · 10 citations · ⚡1

Preprint Aug 2026

Towards Purified Multi-Label Test-Time Adaptation of Vision-Language Models

PuRF is introduced, a novel PuRiFication-driven cache-based method for multi-label test-time adaptation of vision-language models that consistently outperforms state-of-the-art methods on ViT-B/32 across five datasets.

Yiwen Liang, Hui Chen, Yizhe Xiong et al. · 0 citations