Xiufeng Cheng
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126
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2026
Forget Less, Generalize More: Unifying Temporal and Structural Adaptation for Dynamic Graphs
The paper proposes Dual-Scale Retentive Dynamics (DSRD), a unified framework that improves representation learning on dynamic graphs by jointly modeling evolving temporal and structural dependencies.
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Papers
cs.LGcs.AIRecentMay 28, 2026
Forget Less, Generalize More: Unifying Temporal and Structural Adaptation for Dynamic Graphs
Qian Chang, Ciprian Doru Giurcaneanu, Runsong Jia, Xia Li +5 more
The paper proposes Dual-Scale Retentive Dynamics (DSRD), a unified framework that improves representation learning on dynamic graphs by jointly modeling evolving temporal and structural dependencies.
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