Minimal Video Pairs
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Do Video Foundation Models Understand Intuitive Physics? A Layerwise Probing Analysis
arXiv:2606.09646v1 Announce Type: new Abstract: We study whether pretrained video foundation models encode intuitive-physics information in their frozen representations, and how this information varies across model families, layers, and probe types. Using frozen-feature probing on IntPhys2 and Minimal Video Pairs (MVP), we compare predictive joint-embedding models (V-JEPA), masked reconstruction models (VideoMAE), and a diffusion-based video generator (LTX-Video). V-JEPA achieves the...
Jennifer Lopez, Brittany Snow and Emily Blunt turn heads in dazzling gowns on the red carpet
Hollywood's biggest names stunned on different red carpets this week. Stars including Jennifer Lopez and Brittany Snow turned heads when they posed for photos at the Gotham Awards and movie premieres in sparkling gowns. Other celebrities lit up the red carpet at their movie premieres in stunning dresses.
VideoGPA: Distilling Geometry Priors for 3D-Consistent Video Generation
arXiv:2601.23286v4 Announce Type: replace Abstract: While recent video diffusion models (VDMs) produce visually impressive results, they fundamentally struggle to maintain 3D structural consistency, often resulting in object deformation or spatial drift. We hypothesize that these failures arise because standard denoising objectives lack explicit incentives for geometric coherence. To address this, we introduce VideoGPA (Video Geometric Preference Alignment), a data-efficient self-supervised...
Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond
arXiv:2604.22748v2 Announce Type: replace Abstract: As AI systems move from generating text to accomplishing goals through sustained interaction, the ability to model environment dynamics becomes a central bottleneck. Agents that manipulate objects, navigate software, coordinate with others, or design experiments require predictive environment models, yet the term world model carries different meanings across research communities. We introduce a "levels x laws" taxonomy organized along two axes.
Florida woman mauled to death by dogs that had allegedly terrorized neighborhood, owner charged in killing
A Florida woman was mauled to death by two dogs that neighbors say had terrorized the community — and now the animals' owner is in jail. The dogs are being held by the county’s animal services unit and will be euthanized, authorities said. And now, neighbors along Blue Bonnet Drive don’t have to worry anymore about the duo that used to "terrorize" them, resident Dominica Midkiff told Fox News Digital.
Activation Steering of Video Generation Models via Reduced-Order Linear Optimal Control
Announce Type: new Abstract: Text-to-video (T2V) models trained on large-scale web data can generate undesired content, motivating interventions that reduce harmful outputs without sacrificing visual quality. Activation steering offers an attractive mechanistic alternative to finetuning and prompt filtering, but existing T2V steering methods remain limited, typically applying coarse, non-anticipative interventions that can lead to oversteering and content degradation. To close this gap, we...
China unveils first-of-its-kind 'dual-core' quantum computer — its makers say it improves stability and efficiency
China unveils first-of-its-kind 'dual-core' quantum computer — its makers say it improves stability and efficiency A new Chinese quantum computing system pairs two independent neutral-atom arrays in one processor, aiming to boost stability, efficiency and scalability. A Chinese company has unveiled what its researchers are calling the world’s first "dual-core" quantum computer. It's a neutral-atom system designed to improve stability, efficiency and error correction by pairing two...
Ask HN: What are tools you have made for yourself since the advent of AI?
I've made a number of ceramic molds for slumping fused glass into bowls. As well as wooden templates for ceramic mugs. I've devised a few carrying tools to move glass frit paintings from my studio down to my barn where the kilns sit without spilling the glass.
Graham Platner’s wife ‘angry, disappointed’ her past disclosures of his extramarital sexting were made public
The wife of Maine Democratic Senate candidate Graham Platner said she is “really angry” and “disappointed” about reports that she had told her husband’s campaign last year that he had exchanged sexually explicit texts with other women. “It makes me really angry, disappointed, and I find it really shameful that there’s a group of media outlets and people who are willing to spread gossip instead of talking about real issues that Graham is is running on,” Platner’s wife, Amy Gertner, said in a...
Amplified Arctic iceberg traffic reshapes benthic biodiversity
Abstract The Arctic is undergoing rapid warming, resulting in retreating sea ice and glaciers1, yet how cryospheric changes propagate into the deep ocean remains poorly understood2. Here we identify a climate-driven mechanism linking accelerating glacier disintegration to an increase in deep-sea hard-bottom habitats far beyond calving fronts. Seafloor observations in Fram Strait show a localized increase in the density and patchiness of dropstones delivered by debris-laden icebergs.