DaX
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DaX: Learning General Pathology Representations Across Scales
arXiv:2606.06983v1 Announce Type: cross Abstract: Computational pathology requires visual representations that transfer across diverse clinical endpoints and remain robust to variation in magnification, staining, scanner type, slide preparation, and input resolution. We present DaX, a pathology vision foundation model that adapts DINOv3-style self-supervised learning to whole-slide histopathology. DaX is initialized from natural-image DINOv3 weights and incorporates continuous magnification...
Would you still call this Dax? Novel Visual References in VLMs and Humans
Announce Type: replace Abstract: Vision-language models (VLMs), like human learners, are frequently exposed to new visual concepts, but how they map novel visual references to language after exposure remains largely underexplored, particularly when those references contradict prior knowledge from pre-training. To study this, we present the Novel Visual References Dataset (NVRD): 19,176 images spanning 90 visual concepts across different levels of visual novelty, each with up to 20...
Would you still call this Dax? Novel Visual References in VLMs and Humans
Announce Type: new Abstract: Vision-language models (VLMs), like human learners, are frequently exposed to new visual concepts, but how they map novel visual references to language after exposure remains largely underexplored, particularly when those references contradict prior knowledge from pre-training. To study this, we present the Novel Visual References Dataset (NVRD): 19,176 images spanning 90 visual concepts across different levels of visual novelty, each with up to 20 increasingly...
European stocks poised to rebound ahead of key inflation update
LONDON — Futures data pointed to a positive open for European equities on Tuesday, as investors await key data on the economic impact of the U.S.-Iran war. At 6:30 a.m. in London (1:30 a.m. ET), regional Stoxx 50 futures were 0.6% higher. Futures tied to the FTSE 100 were up by 0.3%, while those tied to the French CAC 40 and Germany's DAX gained 0.1% and 0.5%, respectively.
European markets open mixed as AI stocks sell-off hits Asia, South Korea drops 5%
European stock markets had a mixed opening, as shares fell in Asia, with South Korea's benchmark dropping more than 5%. This comes as US markets saw sharp declines in several major artificial intelligence-related stocks on Thursday. As the rally in AI stocks fades, investors were cautious at the open on Friday, with European markets opening to mixed sentiment following steep falls in Asian markets.
Markets gain and oil drops as Trump's peace signals reassure investors
Oil prices retreated around 4% from Monday’s highs as markets responded positively to US President Donald Trump’s reassuring comments that negotiations with Iran are progressing. Crude prices mostly retraced on Tuesday after jumping at the start of the week as Iran suspended talks with the US and pledged to fully close the Strait of Hormuz, fuelling investor fears that the broader Middle East conflict could escalate rather than move towards a peace deal. At the time of writing, US West Texas...
$1.3 trillion erased from Wall Street: Here's what slowed down AI rally
US tech stocks came under heavy pressure on Friday, with semiconductor giants leading the decline as investors grew cautious about artificial intelligence-fuelled valuations and digested stronger-than-expected US jobs data. The sell-off was most severe in the chip sector, where the PHLX Semiconductor Index plunged 10.3%, marking its steepest single-day fall since March 2020. The decline followed losses a day earlier after Broadcom's quarterly earnings failed to meet the market's elevated...
WSL 2 is getting faster Windows file system access
WSL 2 is getting faster Windows file system access From DrvFs in WSL 1 to Plan 9 to virtiofs, cross-OS file access in WSL 2 has improved with each generation. A new change gives each virtio device its own dedicated DMA pool, removing the last major contention point on the virtiofs path. If your workflow crosses the Windows/Linux boundary, file I/O performance in WSL 2 has been getting steadily better.
Live: ASX tipped lower despite Wall St gains, AUD flat, oil retreats
live Markets live blog: ASX 200 tipped lower despite Wall St gains, AUD flat, oil retreats amid Iran war peace talks ASX futures are pointing to a slight decline to begin winter, with the Australian share market expected to open about 13 points lower. The weakness comes despite a solid finish on Wall Street on Friday, with the Dow Jones, S&P 500 and Nasdaq all ending higher. Investors are weighing easing inflation concerns, the outlook for interest rates, and hopes for a lasting peace in the...
By the numbers: 100 days of the US-Israel war on Iran
By the numbers: 100 days of the US-Israel war on Iran From the human cost to the economy, Al Jazeera visualises how the US-Israel war on Iran has unfolded since February 28. Sunday marks 100 days into a war that US President Donald Trump said was going to finish “very fast”. Despite a ceasefire agreed on April 8, the Strait of Hormuz remains largely closed, sporadic fire continues, and talks have repeatedly collapsed.