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SSAFE: Simple and Strong AI-Generated Image Detection via Frozen Vision Encoders

arXiv:2606.08634v1 Announce Type: new Abstract: The rapid advancement of generative models has blurred the boundary between synthetic and real imagery, creating an urgent need for reliable deepfake detection. Yet most existing approaches rely on massive real--fake datasets, which are increasingly difficult to maintain as new generators continue to emerge. In this work, we investigate how much information about image authenticity is already encoded in modern multimodal vision representations.

arXiv CS 1d ago

OmniGen-AR: AutoRegressive Any-to-Image Generation

arXiv:2606.09156v1 Announce Type: new Abstract: Autoregressive (AR) models have demonstrated strong potential in visual generation, offering superior performance with simple architectures and optimization objectives. However, existing methods are typically limited to single-modality conditions, e.g., text, restricting their applicability in real-world scenarios that demand image synthesis from diverse controls. In this work, we present OmniGen-AR, a unified autoregressive framework for...

arXiv CS 1d ago

'I was dragged under water in horror shark attack - I'm alive thanks to one lifesaving trick'

'I was dragged under water in horror shark attack - I'm alive thanks to one lifesaving trick' Alejo Santiñaque told how he employed a simple defensive manouevre to escape the jaws of a shark that had pulled him underwater while he surfed in Queensland, Australia A surfer who survived a close encounter with a bloodlusted shark has told how he managed to escape the jaws of death after employing one simple trick. Alejo Santiñaque, 20, "suddenly felt a hard hit and a strong pull on my foot" when...

Daily Mirror 3d ago

Quantum latent distributions in deep generative models

arXiv:2508.19857v3 Announce Type: replace Abstract: Many successful families of generative models leverage a low-dimensional latent distribution that is mapped to a data distribution. Though simple latent distributions are often used, the choice of distribution has a strong impact on model performance. Recent experiments have suggested that the probability distributions produced by quantum processors, which are typically highly correlated and classically intractable, can lead to improved...

arXiv CS 1d ago

Fixed Aggregation Features Can Rival GNNs

arXiv:2601.19449v2 Announce Type: replace Abstract: Graph neural networks (GNNs) are widely believed to excel at node representation learning through trainable neighborhood aggregations. We challenge this view by introducing Fixed Aggregation Features (FAFs), a training-free approach that transforms graph learning tasks into tabular problems. This simple shift enables the use of well-established tabular methods, offering strong interpretability and the flexibility to deploy diverse classifiers.

arXiv CS 6d ago

PRA publishes liquidity reform proposals

News release The Prudential Regulation Authority (PRA) has today published proposals aimed at ensuring banks can monetise liquid assets quickly in a fast-paced stress event – such as the collapse of Silicon Valley Bank in 2023. Specifically, the PRA consultation to modernise liquidity standards proposes to: - Require firms to evaluate their liquidity, identify barriers to monetising assets, and conduct internal stress tests on how they would react to rapid outflows within a week (alongside a...

Bank of England News 85d ago

'Disclosure Day': Will Steven Spielberg deliver an audacious on-screen alien?

Filmmakers have shaped our perception of the unknown, and Steven Spielberg has had aliens on the mind for a while now. He even believes they have been to Earth and may still be amongst us. Will his depiction of alien lifeforms in his anticipated new film 'Disclosure Day' challenge audiences?

Euronews 10h ago

Icy moons' ability to host life could be revealed through an ecology-based method

Icy moons' ability to host life could be revealed through an ecology-based method Sadie Harley Scientific Editor Robert Egan Associate Editor New observatories and spacecraft missions are probing environments in our solar system that could potentially host life but have long remained hidden. Icy moons like Saturn's Enceladus and Jupiter's Europa likely contain oceans beneath frozen outer shells. But a layer of ice prohibits space probes from sampling them directly.

Phys.org 8d ago

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

arXiv:2605.17373v2 Announce Type: replace Abstract: AI research agents accelerate ML research by automating hypothesis generation, experimentation, and empirical refinement. Existing agent strategies range from greedy hill-climbing to tree search and evolutionary optimization, yet which strategy choices drive performance remains unclear. Answering this question requires a benchmark that separates agent strategy (e.g., search topology) from execution infrastructure (e.g., code editor), so...

arXiv CS 9d ago

Is Apple Intelligence on your iPhone really secure?

Apple has spent years telling us that privacy starts on the device. For many users, that message feels reassuring. Your messages, photos, emails and app data sit in your hand, protected by Face ID, passcodes and Apple's security layers.

Fox News Tech 3d ago