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Record wildfire losses rocked 2025 even as global burned area neared all-time lows

Record wildfire losses rocked 2025 even as global burned area neared all-time lows Sadie Harley Scientific Editor Robert Egan Associate Editor A new analysis of global wildfire activity in 2025 reveals the world experienced some of the most destructive and deadly fire events in recent history, despite the second lowest area burned since 2002. It highlights a continued trend toward fires becoming increasingly extreme, costly, and disastrous—both economically and in lives lost. Led by the...

Phys.org 9d ago

CF-JEPA: Mask-free forward prediction with asymmetric encoder utilization for time-series representation learning

arXiv:2606.07031v1 Announce Type: new Abstract: Self-supervised learning (SSL) for time-series representation learning is dominated by two paradigms: contrastive methods, which face challenges in constructing positive or negative pairs, and masking-based methods, which disrupt the temporal continuity of time-series signals. Joint-Embedding Predictive Architecture (JEPA) offers a promising alternative by predicting in representation space rather than reconstructing raw inputs. However,...

arXiv CS 2d ago

Learning Hyperspherical Time-Frequency Representations for Time-Series Out-of-Distribution Detection

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Action to tackle NHS ‘dental deserts’ in England in win for Mirror

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Daily Mirror 7d ago