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News/Denoising the Future: Context-Aware Spectral Diffusion for Temporal Knowledge Graph Extrapolation
arxiv
PublishedAugust 27, 2026 at 4:00 AM

Denoising the Future: Context-Aware Spectral Diffusion for Temporal Knowledge Graph Extrapolation

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arXiv:2608.20804v2 Announce Type: replace-cross Abstract: Temporal Knowledge Graph (TKG) extrapolation seeks to infer future facts from time-varying relational histories. Recent diffusion-based approaches improve uncertainty modeling through generative denoising, but their aggregated conditioning on

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