Joint Neighborhood Optimization
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Revisiting Ripple Effects in Knowledge Editing through Pressure-Aware Joint Neighborhood Optimization
arXiv:2606.01610v1 Announce Type: new Abstract: Single-edit updates in large language models can trigger ripple effects across local knowledge neighborhoods: desirable propagation to related facts and unintended perturbation of preserved ones. Existing methods address these two effects separately, without explicitly modeling their coupling. We challenge this separation through an analysis of ripple responses across typical baselines, identifying two coupled design pressures: editable-side...
Block coordinate descent for joint delay-energy optimization in multi-hop D2D networks
Announce Type: cross Abstract: In multi-hop device-to-device (D2D) networks, the optimization of network-level metrics is particularly difficult due to the tight coupling between network-layer routing and physical-layer resource allocation. Departing from traditional average-performance metrics, this paper addresses the joint optimization of routing paths, transmission power, and bandwidth allocation. We formulate a generalized cost function to minimize the maximum transmission time (i.e.,...
STELLAR: Spatio-Temporal Environmental Learning with Latent Alignment and Refinement for Long-Tailed Species Distribution Modeling
Announce Type: new Abstract: Joint Species Distribution Modeling (JSDM) is a key enabler for biodiversity monitoring and conservation planning. However, accurate JSDM faces two coupled challenges: environmental drivers and species distributions are inherently spatio-temporal, while species co-occurrence patterns exhibit complex non-linear community structure and severe long-tail imbalance driven by rare species. Existing approaches often address these factors in isolation, learning from...
US President Trump accuses Iran of shooting down Apache attack helicopter, says US 'must' respond. Follow DW for more.
Middle East: Trump accuses Iran of shooting down helicopter Published June 9, 2026last updated June 9, 2026What you need to know - Donald Trump said Iran downed a US Apache helicopter over the Strait of Hormuz - Israeli airstrikes hit Tyre in southern Lebanon after the military ordered the entire city to evacuate - Donald Trump says a Middle East peace deal is in the 'final throes' - The US president says the Strait of Hormuz will reopen immediately after a deal is sealed - A US Army Apache...
Middle East: Trump accuses Iran of shooting down helicopter
Middle East: Trump accuses Iran of shooting down helicopter Published June 9, 2026last updated June 9, 2026What you need to know - Donald Trump said Iran downed a US Apache helicopter over the Strait of Hormuz - Israeli airstrikes hit Tyre in southern Lebanon after the military ordered the entire city to evacuate - Donald Trump says a Middle East peace deal is in the 'final throes' - The US president says the Strait of Hormuz will reopen immediately after a deal is sealed - A US Army Apache...
US strikes Iran in response to Apache helicopter shootdown
US strikes Iran in response to helicopter shootdown Published June 9, 2026last updated June 9, 2026What you need to know - US Central Command announces strikes on Iran after downing of US Apache helicopter over the Strait of Hormuz - Donald Trump had earlier threatened an attack on Iran over the helicopter shootdown - Israeli airstrikes hit Tyre in southern Lebanon after the military ordered the entire city to evacuate - Donald Trump says a Middle East peace deal is in the 'final throes' -...
US strikes Iran in response to helicopter shootdown
US strikes Iran in response to helicopter shootdown Published June 9, 2026last updated June 9, 2026What you need to know - US Central Command announces strikes on Iran after downing of US Apache helicopter over the Strait of Hormuz - Donald Trump had earlier threatened an attack on Iran over the helicopter shootdown - Israeli airstrikes hit Tyre in southern Lebanon after the military ordered the entire city to evacuate - Donald Trump says a Middle East peace deal is in the 'final throes' -...