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DiTTo: Scalable Order-aware All-in-One Image Restoration Agent
Announce Type: replace Abstract: Real-world images rarely suffer from a single degradation, and the order in which degradations are removed substantially affects the final restoration quality, motivating agent-based image restoration (IR), where a vision-language model schedules a pool of pre-built restoration-experts. However, existing training-based agents require $\mathcal{O}((N^{\mathbf{D}})^{2})$ restoration-expert calls per image to construct the Optimal Restoration-action Trajectory...
DiTTo: Scalable Order-aware All-in-One Image Restoration Agent
arXiv:2605.30915v1 Announce Type: new Abstract: Real-world images rarely suffer from a single degradation, and the order in which degradations are removed substantially affects the final restoration quality, motivating agent-based image restoration (IR), where a vision-language model schedules a pool of pre-built restoration-experts. However, existing training-based agents require $\mathcal{O}((N^{\mathbf{D}})^{2})$ restoration-expert calls per image to construct the Optimal...
Costa Rica paid landowners to restore forests and biodiversity—bioacoustics indicate that it worked
June 4, 2026 report Costa Rica paid landowners to restore forests and biodiversity—bioacoustics indicate that it worked Krystal Kasal Author Gaby Clark Scientific Editor Robert Egan Associate Editor Forest restoration can help fight climate change and restore lost biodiversity, but the satellite-based techniques used to measure successful forest restoration have been less-than-helpful for measuring changes in biodiversity. Instead, a team of researchers listened to the sounds of life in the...
Just-in-time Restoration with Distributed Fiber Sensing in Metropolitan Optical Networks
arXiv:2606.09533v1 Announce Type: new Abstract: Distributed Fiber Sensing (DFS) leverages optical backscattering signals to predict failure events and enable just-in-time restoration in metropolitan optical networks, i.e., without optical amplifiers. In this paper, we study the effectiveness of proactive restoration based on DFS information in all-optical networks, while considering different sensing devices' capabilities. We evaluate whether restoration can be provisioned just-in-time...
Iran’s attack on Israel aims to restore deterrence but avoid return to war
Iran's attack on Israel aims to restore deterrence but avoid return to war Iran’s attack on Israel aims to restore deterrence but avoid return to war Ross Harrison, a senior fellow at the Middle East Institute, says that Iran’s renewed missile strikes on Israel aim to restore deterrence without reigniting full scale war. Published On 7 Jun 2026
Iran restores some gas production at South Pars facility
Iran restores some gas production at South Pars facility Production restored at three offshore platforms after Israeli attacks, Pars Oil and Gas Company CEO tells Iranian media. Iran has restored gas production at three offshore platforms in the South Pars gasfield, the head of the Pars Oil and Gas Company has told state media, after the facility was attacked by Israel in March. Touraj Dehqani said on Sunday that the platforms had not been damaged in the attacks, Iran’s IRNA news agency...
Does UK’s new far-right party, Restore, pose a threat to Farage’s Reform?
Does UK’s new far-right party, Restore, pose a threat to Farage’s Reform? Restore Britain’s manifesto has pledged to implement the ‘most ambitious programme of mass deportations ever seen in Britain’. When Nigel Farage, leader of the far-right, anti-immigration party Reform UK, addressed the nation while bizarrely standing in a field this week, he was a man on a mission.
How did a major mangrove restoration project in Senegal end up selling 'ghost carbon?'
How did a major mangrove restoration project in Senegal end up selling 'ghost carbon?' Lisa Lock Scientific Editor Andrew Zinin Lead Editor Nature-based solutions have become central to global climate strategies. From tropical forests to wetlands, restoring nature means trees and plants can capture carbon dioxide, reduce global warming, and regenerate biodiversity.
Symmetry Breaking and Restoration in Turbulent Thermal Convection Arises from the Competition Between Advection and Buoyancy
Announce Type: new Abstract: Spontaneous symmetry breaking (SSB) remains poorly understood in thermal convection, but hints may be found from its restoration. We hereby compare the two convection systems: experiments with polymer additives, and simulations with linear friction. We observe the restoration of similar symmetric flows in both these systems.
CFRNet: Cycle-Consistent Fixed-Point Training for Real-Time Blind Face Restoration on Consumer Embedded NPUs
arXiv:2606.06850v1 Announce Type: new Abstract: Blind face restoration on consumer devices has to balance image quality against speed and memory. Strong methods such as GFPGAN and CodeFormer give good perceptual quality, but they rely on large pretrained generative priors and on operators such as attention, codebook lookup, and style modulation that are hard to compile and quantize on the small neural processing units (NPUs) used in consumer hardware. Small convolutional restorers run fast...