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Taming the Loss Landscape of PINNs with Noisy Feynman-Kac Supervision: Operator Preconditioning and Non-Asymptotic Error Bounds

arXiv:2606.00643v1 Announce Type: cross Abstract: Physics-Informed Neural Networks (PINNs) often train slowly or fail to converge on challenging partial differential equations (PDEs), a behavior recently linked to severely ill-conditioned loss landscapes inherited from the underlying differential operator. We study PINNs augmented with a pointwise data-fidelity term, added at a few points in the domain to the standard residual and boundary losses. We show that this supervision term acts as...

arXiv CS 8d ago

World Cup 2026: Edin Dzeko still going strong for Bosnia

Edin Dzeko still going strong for Bosnia June 10, 2026If Edin Dzeko played for a bigger footballing nation, this wouldn't be just his second appearance at the tournament. But 12 years after Bosnia-Herzegovina failed to make it out of the group stage in Brazil, the now 40-year-old striker and his country are back on the game's biggest stage. Although Bosnia, which gained its independence in 1992, has only made it to the one previous World Cup and never qualified for a European Championship,...

Deutsche Welle 11h ago

World Cup: Edin Dzeko still strong for Bosnia-Herzegovina

World Cup: Edin Dzeko still strong for Bosnia-Herzegovina June 10, 2026If Edin Dzeko played for a bigger footballing nation, this wouldn't be just his second appearance at the tournament. But 12 years after Bosnia-Herzegovina failed to make it out of the group stage in Brazil, the now 40-year-old striker and his country are back on the game's biggest stage. Although Bosnia-Herzegovina, which gained its independence in 1992, has only made it to the one previous World Cup and never qualified...

Deutsche Welle 11h ago

World Cup Group G guide

World Cup 2026 Group G guide - fixtures, schedule, standings and odds for Belgium, Egypt, Iran and New Zealand World Cup Group G includes Belgium, Egypt, Iran and New Zealand; matches will take place in US cities Seattle and Los Angeles and in Canada's Vancouver Tuesday 2 June 2026 13:27, UK World Cup Group G features Belgium, Egypt, Iran and New Zealand. World Cup Group G fixtures All kick-off times are BST World Cup Group G table World Cup Group G supercomputer prediction Belgium guide...

Sky Sports Football 8d ago