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Qingling Zhu

3 accepted papers

2025

TRNAS: A Training-Free Robust Neural Architecture Search

ICCV 2025poster

Deep Neural Networks (DNNs) have been successfully applied in various computer tasks. However, they remain vulnerable to adversarial attacks, which could lead to severe security risks. In recent years, robust neural architecture search (NAS) has gradually become an emerging direction for designing a…

Cited by 0SourcePDFScholar
2024

Two-Stage Evolutionary Reinforcement Learning for Enhancing Exploration and Exploitation

AAAI 2024technical

The integration of Evolutionary Algorithm (EA) and Reinforcement Learning (RL) has emerged as a promising approach for tackling some challenges in RL, such as sparse rewards, lack of exploration, and brittle convergence properties. However, existing methods often employ actor networks as individuals…

Cited by 2SourcePDFScholar
2024

VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting

IJCAI 2024poster

Multivariate time series (MTS) forecasting has been extensively applied across diverse domains, such as weather prediction and energy consumption. However, current studies still rely on the vanilla point-wise self-attention mechanism to capture cross-variable dependencies, which is inadequate in ext…