Active Flow Expansion
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Active Flow Expansion for Out-of-Distribution Discovery: from Theory to Molecules
arXiv:2606.08802v1 Announce Type: new Abstract: Standard flow and diffusion pre-training matches the distribution of available data (e.g., molecules), which often covers only a small fraction of the valid design space. In generative discovery, however, one aims to sample valid new-to-nature designs, assigned negligible probability under, and thus inaccessible to, standard models fitted to the observed data.
What Hegseth’s comments at Shangri-La Dialogue say about US foreign policy
What Hegseth’s comments at Shangri-La Dialogue say about US foreign policy The US Defense Secretary spoke in Singapore about America’s geopolitical goals. United States Defense Secretary Pete Hegseth has been discussing key foreign policy issues for Washington at a defence summit in Singapore. On Saturday at the Shangri-La Dialogue, Hegseth commented on America’s main rival, China, as well as Iran, NATO and Taiwan — a major point of contention between Washington and Beijing.
Microsoft announces one of the largest enterprise AI rollouts at Infosys, TCS and Wipro
Microsoft has announced that three of India's biggest IT companies -- Infosys, TCS and Wipro -- have each scaled their Microsoft 365 Copilot licenses to over 100,000 employees, taking the collective commitment past 300,000 seats in under six months. The milestone is said to mark one of the largest and fastest enterprise AI rollouts for Microsoft globally, and a clear signal that leading organizations are moving from tool-level deployment to AI as an operating model, with agents now working...
Deep learning four decades of human migration
Abstract Human migration is a fundamental driver of global demographic change, shaping population structure, labour markets and social policy across countries1,2,3. Although long-term migration patterns are often linked to economic development4, they can shift rapidly in response to shocks such as conflict, environmental crises and political change5. Despite its importance, migration remains difficult to measure consistently: existing data are sparse, concentrated in high-income settings and...
China trade defies Iran war drag as exports, imports beat estimates in May
China's trade growth held up better than expected in May, as surging AI-related exports helped buffer the economy against disruption from the Iran war. Exports rose 19.4% from a year earlier in U.S. dollar value terms, customs data showed Tuesday, accelerating from the 14.1% gain in April. Economists polled by Reuters had pegged growth at 15%.
Mutation-dependent responses to sleep and exercise in clonal haematopoiesis
Abstract Clonal haematopoiesis (CH) activates inflammation and increases the risk of atherosclerosis1,2. Whether lifestyle alters CH clone expansion or the phenotypic programming of CH mutant cells, thereby affecting atherosclerosis, is unknown. Here, in humans and mice and across mutations in Jak2, Tet2, Trp53 and Dnmt3a, we demonstrate mutation-dependent responses to sleep and exercise in CH and show that mutant cells are uniquely sensitive to lifestyle.
Commentary: Comparing the Straits of Malacca and Singapore to Hormuz is a fallacy
Commentary: Comparing the Straits of Malacca and Singapore to Hormuz is a fallacy Comparing the Strait of Hormuz with the Straits of Malacca and Singapore is like comparing apples and oranges, say Collin Koh, Thomas Lim and Eric Ang from the S Rajaratnam School of International Studies. SINGAPORE: When a spate of kidnap-for-ransom activities occurred in the Sulu Sea about a decade ago, a flurry of commentaries emerged to call the area between eastern Malaysia and the Philippines the “new...
Which European countries attract the most foreign investment?
Foreign investment is widely seen as a key driver of economic growth, innovation and job creation. But which countries are winning the race for international investors, and how is Europe's position changing in an increasingly competitive global market? Foreign investment is widely seen as a key driver of economic growth, innovation and job creation.
In Senegal, a 2,000‑year‑old iron workshop sheds new light on the past
In Senegal, a 2,000‑year‑old iron workshop sheds new light on the past Lisa Lock Scientific Editor Andrew Zinin Lead Editor How was iron produced 2,000 years ago in Senegal? A recent study at the Didé West 1 archaeological site, in the Falémé Valley in eastern Senegal, sheds light on an ancient iron production technique. Passed down from generation to generation for nearly eight centuries, this technology appears to have been developed to meet local needs.
Watch: Forget idealism—the multi-billion euro reason the EU wants the Western Balkans in the bloc
Top EU chiefs are gathering in Tivat, Montenegro from this Thursday for the EU-Western Balkans summit. But with the EU already struggling to manage 27 member states, why is Brussels pushing for enlargement right now? Albania, Serbia, Montenegro, Bosnia and Herzegovia, North Macedonia Kosovo are at various stages of trying to join the bloc.