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cs.LG 1

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2025 1

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CONDITIONAL 1

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Towards Effective Open-set Graph Class-incremental Learning

cs.LG · 2025-07-23 · conditional · novelty 6.0

OGCIL replays old-class embeddings generated by a conditional VAE and rejects unknown nodes via prototype-centered hypersphere boundaries, improving open-set graph class-incremental learning on five benchmarks.

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  • Towards Effective Open-set Graph Class-incremental Learning cs.LG · 2025-07-23 · conditional · none · ref 7

    OGCIL replays old-class embeddings generated by a conditional VAE and rejects unknown nodes via prototype-centered hypersphere boundaries, improving open-set graph class-incremental learning on five benchmarks.