Simplifying the latest STEM breakthroughs for all.
Highlights: Introduces Multi-Agent Evolve (MAE), a self-improving framework for large language models (LLMs). Uses a trio of agents — Proposer, Solver, and Judge — to co-evolve reasoning abilities without human…
Highlights: Researchers develop an algorithm to overcome coordinate singularities in field-aligned systems. Advances accuracy of gyrokinetic simulations in X-point tokamak configurations. Algorithm enables combined core and scrape-off layer (SOL) analysis…
Highlights: New method ‘Equivariance by Contrast (EbC)’ enables learning equivariant representations directly from unlabeled data. Developed by Tobias Schmidt, Steffen Schneider, and Matthias Bethge, and accepted at NeurIPS 2025. Achieves…
Highlights: Researchers demonstrate that a superradiant neutrino laser cannot exist due to fundamental quantum principles. Emission from fermionic systems scales linearly with the number of atoms (N) rather than quadratically…
Highlights: WorldGrow introduces a hierarchical framework for infinite 3D scene generation. Overcomes limitations of current 2D-lifting and object-centric 3D models. Combines data curation, 3D inpainting, and coarse-to-fine rendering for coherent…
Highlights: LayerComposer introduces a novel spatially-aware layered canvas for text-to-image generation. Allows interactive control like resizing, repositioning, and locking specific objects or subjects. Enhances spatial control and identity preservation across…
Highlights: ARGenSeg introduces a new autoregressive image generation paradigm for precise image segmentation. Developed by Xiaolong Wang, Lixiang Ru, Ziyuan Huang, Kaixiang Ji, Dandan Zheng, Jingdong Chen, and Jun Zhou.…
Highlights: A new framework called Speculative Verdict (SV) combines small and large Vision-Language Models to improve visual reasoning. SV enhances performance on information-dense visual tasks such as InfographicVQA and ChartQAPro.…
Highlights: Researchers introduce a pure transformer model for autoregressive video prediction in pixel space. The approach extends the time horizon for physically accurate video predictions by up to 50%. The…
Highlights: Introduces a layered canvas for precise spatial control in personalized image generation. Allows multiple subjects to be placed, resized, and locked independently, similar to professional image-editing tools. Features a…