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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

Haiyan Liu

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Book Open access Aug 2026

FlowPath: From Discrete Paths to Continuous Semantic Flows for Knowledge Graph Completion

This paper formalizes the inference from a head entity to the target tail entity as an Ordinary Differential Equation governed by a relation-conditioned neural velocity field, which learns to steer a smooth and expressive semantic transformation along the reasoning trajectory.

Xin Song, Haiyan Liu, Ye Wang et al. · 0 citations
Book Open access Aug 2026

FlowPath: From Discrete Paths to Continuous Semantic Flows for Knowledge Graph Completion

Knowledge graph completion (KGC) aims to infer missing facts based on existing triplets. Traditional path-based methods formulate reasoning as a discrete multi-hop traversal, which suffers from exponential search space and error accumulation.In this paper, we propose FlowPath, which rethinks the reasoning process by tr...

Xin Song, Haiyan Liu, Ye Wang et al. · 0 citations

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