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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

Enhong Chen

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Jul 2026

MENDNet: Memory-Enhanced Dependency Network for Multistock Movement Prediction.

This article proposes a novel Memory-ENhanced Dependency Network, dubbed as MENDNet, for the multistock movement prediction task, and develops a well-elaborated memory structure to store selective news history for each stock, so that history embeddings can be dynamically estimated by attentively aggregating exclusive history information.

Che Liu, Zhi Zheng, Pengfei Luo et al. · 0 citations
Jul 2026

Unlocking Parallelism in Autoregressive Language Models via Speculative Decoding with Progressive Tree Drafting

Progressive Tree Drafting (PTD) is proposed, which employs a structured, guided parallel drafting strategy to harness the model's parallel potential by coupling a progressive tree structure with a stepwise pruning mechanism and actively guides the LLM to explore multiple semantic paths in a single forward pass.

Zipeng Gao, Zhi Zheng, Qingrong Xia et al. · 0 citations

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