Governed Enterprise Memory is defined as agent memory designed around this combined scope and AkasicMEM is presented, a unified vector--graph--relational database whose storage and execution substrate enables the underlying operations of these mechanisms to be jointly optimized and executed.
Jeongmin Bae, Yongjae Kim, K. Hur et al.· 0 citations
This work realizes Access-Decoupled Recomputation as AFLiP, an efficient and structure-preserving framework for GNN-based link prediction, which matches or exceeds full-recomputation accuracy, while sampling and static reuse exhibit dataset-dependent degradation.
Jeongmin Bae, Min-Soo Kim· Proceedings of the 32nd ACM...· 0 citations
Many GNN-based link prediction models use a shared message-passing encoder to amortize node encoding across edges. However, in practice, neighborhood expansion makes the edge-level mini-batches approach near full-graph computation, weakening this benefit. Existing scalable techniques enable efficient mini-batch trainin...
Jeongmin Bae, Min-Soo Kim· Proceedings of the 32nd ACM...· 0 citations
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