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cs.LG2026
Topological Neural Dynamics: A Neuron-wise Framework for Sequence Modeling
Borui Cai, Yao Zhao
Existing sequence models, including RNNs, LSTMs, continuous-time networks, and Transformers, share a common structural principle: layer-wise dynamics, where all neurons in the same…
cs.AI2026
Beyond Triplet Plausibility: Relation Set Completion in Knowledge Graphs
Zihao Zheng, Borui Cai, Yao Zhao +2
Knowledge graphs (KGs) organize real-world knowledge as triplets and underpin many downstream applications. Due to their inherent incompleteness, knowledge graph completion (KGC) i…