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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Charu C. Aggarwal

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#graph neural networks Sep 2026

Harnessing Trust in Directed Graphs: Redefining Robustness of Graph Learning

The findings show that the trust signals encoded in directed graphs can be harnessed to substantially improve the robustness of GNNs and point to a novel and promising direction for strengthening the robustness of graph deep learning.

Zhi-Chao Hou, Xitong Zhang, Wei Wang et al. · 0 citations
#natural language process... Jul 2026

Adaptive Multi-Step Lookahead Decoding for Diffusion Language Models

AdaLook, an adaptive lookahead framework for DLM decoding that dynamically determines whether to continue rollout based on candidate-score variance and further enables branch expansion when intermediate rollout states require additional exploration, is proposed.

Yingqian Cui, Wei Deng, Lantao Mei et al. · 0 citations

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