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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

Ya-Jie Meng

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Sep 2026

Adaptive Topology-Semantic Fusion Contrastive Learning for Drug Repositioning.

Drug repositioning offers an efficient alternative to de novo drug development; however, accurately identifying potential drug-disease associations remains challenging. Existing methods do not fully exploit higher-order collaborative information at the drug-drug and disease-disease levels, and their feature fusion stra...

Hao Zhang, Jin-Can Li, Xian-Fang Tang et al. · 0 citations
Book Open access Aug 2026

DiffPro: Decoupled Generative Prior with Diffusion Models for Efficient Few-Shot Drug Synergy Prediction

Predicting drug synergy is essential for optimizing combination therapies in cancer treatment. Under extreme data scarcity, existing computational methods struggle to generalize to new cell lines. Although meta-learning approaches have shown promise, a critical limitation lies in their reliance on a unimodal Gaussian p...

Shuting Jin, Xu Guo, Anqi Huang et al. · 0 citations
Jul 2026

GoMA-DTA: A Gene Ontology-Guided Multimodal Attention Fusion Model for Drug-Target Affinity Prediction.

GoMA-DTA is proposed, a framework integrating gene ontology (GO) functional annotations with protein semantic features with channelwise gating mechanism that uses functional semantics as anchors to dynamically recalibrate ESM-2embeddings, achieving adaptive semantic filtering.

An Xiong, Zheyu Zhou, Ya-Zi Li et al. · 0 citations
Conference Sep 2026

MultiGeo: Predicting Drug-Target Affinity via Adaptive Multi-Conformation Ensemble Learning

MultiGeo is a DTA prediction framework that explicitly leverages multiple protein conformations rather than a single snapshot, and introduces a disagreement-aware gating mechanism that adaptively fuses this ensemble representation with the dominant structure only when the additional conformers provide complementary inf...

Rui-Da Zeng, Cheng Guo, Ya-Jie Meng et al. · 0 citations
Jul 2026

A Scalable Structure-Aware Multimodal Architecture for Accurate Drug-Target Affinity Prediction.

Accurate prediction of drug-target binding affinity (DTA) is a key task in virtual screening. However, current computational methods face a key challenge: sequence-based approaches often fail to capture critical spatial information, while structure-based models rely on computationally expensive 3D coordinates, which re...

Junlin Xu, Ye Yuan, Menglong Hu et al. · 0 citations

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