conftrace_

over-smoothing mitigation

3 papers

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Co-occurring keywords · papers mentioning both

graph neural network (2) separation coefficient (1) graph structure adjustment (1) energy dynamics (1) wave equation (1) feature propagation (1) token representation (1) regularized functional (1) nonlocal functional (1) node classification (1)

Papers

Mitigating Over-Smoothing in Graph Neural Networks via Separation Coefficient-Guided Adaptive Graph Structure Adjustment IJCAI 2025 Wave-driven Graph Neural Networks with Energy Dynamics for Over-smoothing Mitigation IJCAI 2025 Mitigating Over-smoothing in Transformers via Regularized Nonlocal Functionals NeurIPS 2023