mainguyen9/continual-xai-anchors
收藏Hugging Face2026-04-23 更新2026-04-26 收录
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https://hf-mirror.com/datasets/mainguyen9/continual-xai-anchors
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资源简介:
三个保留的锚点集JSON文件,用于持续-XAI基准测试:包括`trace`、`theia`和`cicids`三个配置,分别包含412、424和500个锚点,总计1,336个锚点。每个锚点是一个元组`{edge_id, window_idx, label, edge_type, dataset}`,用于索引预处理的上游图中的边。基准测试使用这些锚点来计算跨检查点的余弦稳定性度量。数据集适用于学术研究,特别是持续可解释性、分布变化下的事后归因鲁棒性以及图异常检测的评估协议开发。
Three held-out anchor-set JSON files for the continual-XAI benchmark: includes configurations `trace`, `theia`, and `cicids`, containing 412, 424, and 500 anchors respectively, totaling 1,336 anchors. Each anchor is a tuple `{edge_id, window_idx, label, edge_type, dataset}` that indexes an edge in the preprocessed upstream graph. The benchmark uses these anchors to compute the cross-checkpoint cosine-stability metric. The dataset is intended for academic research, particularly in continual explainability, robustness of post-hoc attributions under distribution shift, and evaluation-protocol development for graph anomaly detection.
提供机构:
mainguyen9



