Advanced Decision-Making Techniques

Neueste Paper

• Graph Machine Learning based Doubly Robust Estimator for Network Causal Effects

  Seyedeh Baharan Khatami, Harsh Parikh, Haowei Chen, Sudeepa Roy, Babak Salimi · 20. Februar 2026

  We address the challenge of inferring causal effects in social network data. This results in challenges due to interference -- where a unit's outcome is affected by neighbors' treatments -- and network-induced confounding factors. While there is extensive literature focusing on estimating causal eff…

• A Neural Architecture Search Method using Auxiliary Evaluation Metric based on ResNet Architecture

  Shang Wang, Huanrong Tang, Jianquan Ouyang · 3. November 2025

  This paper proposes a neural architecture search space using ResNet as a framework, with search objectives including parameters for convolution, pooling, fully connected layers, and connectivity of the residual network. In addition to recognition accuracy, this paper uses the loss value on the valid…

• Domain Adaptation-based Edge Computing for Cross-Conditions Fault Diagnosis

  Yanzhi Wang, Jinhong Wu, Chu Wang, Qi Zhou, Tingli Xie · 27. Oktober 2025