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3 items you should 'never' plug into extension leads
3 items you should 'never' plug into extension leads An energy efficiency expert has issued a stark warning Millions of households across the UK could be unwittingly putting themselves at risk of an electrical fire by plugging high-powered appliances into extension leads. Despite being a handy household staple, experts caution that using extension leads with certain devices can present a serious fire hazard. Jamie Burns, an energy efficiency specialist from reliability firm Ailsa, has...
Here's what you should and shouldn't plug into a TV USB port
Here's what you should and shouldn't plug into a TV USB port These ports are often forgotten, but can still be useful. Modern smart TVs tend to have some USB ports that are easy to forget about, especially with those HDMIs gobbling up all of the oxygen. Most new sets feature at least one of these ports, typically located on the side or the back.
Hong Kong’s national security law refinement aims to plug loopholes
Hong Kong’s national security law refinement aims to plug loopholes The move does not involve expanded powers but provides greater certainty in implementation of the law. It will not affect those who are law-abiding The move involves a classification mechanism for “other offences endangering national security”, which would include any case accompanied by a certificate from the city leader confirming it involved national security. Any alternative offence faced by a defendant in a national...
Generalizing Geometry-Guided Mamba as a Plug-and-Play Context Module for CNN-based Semantic Segmentation
arXiv:2606.08866v1 Announce Type: new Abstract: CNN-based semantic segmentation networks usually rely on context heads such as ASPP, PPM, or attention modules to enlarge the receptive field. These heads are effective but may introduce heavy computation, memory cost, or boundary leakage. This paper revisits Directional Geometric Mamba (G-Mamba) from DGM-Net and studies it as a plug-and-play context aggregation module rather than a complete new segmentation architecture.
Plug-and-Play Guidance for Discrete Diffusion Models via Gradient-Informed Logit Correction
arXiv:2606.06303v1 Announce Type: new Abstract: Controllable generation with discrete diffusion models is often hindered by high computational overhead or the need for retraining. In this paper, we present \underline{\textbf{G}}radient-\underline{\textbf{I}}nformed \underline{\textbf{L}}ogit \underline{\textbf{C}}orrection (\textbf{GILC}), a plug-and-play framework that efficiently estimates guidance signals by repurposing the pretrained denoising network as a variational proxy. To...
Show HN: Helios – what plug-in solar could generate for any address in Britain
Plug-in solar panels (no electrician needed) have just become legal in the UK and will go on sale soon. Helios estimates how much electricity a typical installation could generate at a given address and what that's worth against your tariff. It uses UK government LIDAR data to reflect the actual skyline, so it knows whether there's a building or a hill blocking the sun.
Plug-and-Play Diffusion Meets ADMM: Dual-Variable Coupling for Robust Medical Image Reconstruction
arXiv:2602.23214v2 Announce Type: replace Abstract: Plug-and-Play diffusion prior (PnPDP) frameworks have emerged as a powerful paradigm for solving imaging inverse problems by treating pretrained generative models as modular priors. However, we identify a critical flaw in prevailing PnP solvers (e.g., based on HQS or Proximal Gradient): they function as memoryless operators, updating estimates solely based on instantaneous gradients. This lack of historical tracking inevitably leads to...
Plug-in solar is soaring across Europe – but is it better than traditional rooftop panels?
Solar is helping rescue Europeans from the soaring cost of fossil fuels, but experts warn that energy bills may still increase due to the ‘rebound’ effect. Solar has been described as a “shining star” in Europe’s clean energy transition, cushioning households from volatile fossil fuel shocks. Amid the war on Iran, which has sent oil and gas prices skyrocketing, Europeans have been scrambling to gain energy independence.
LLMs + Persona-Plug = Personalized LLMs
arXiv:2409.11901v2 Announce Type: replace Abstract: Personalization plays a critical role in numerous language tasks and applications, since users with the same requirements may prefer diverse outputs based on their individual interests. This has led to the development of various personalized approaches aimed at adapting large language models (LLMs) to generate customized outputs aligned with user preferences. Some of them involve fine-tuning a unique personalized LLM for each user, which is...
DiScoFormer: Plug-In Density and Score Estimation with Transformers
arXiv:2511.05924v4 Announce Type: replace Abstract: Estimating probability density and its score from samples remains a core problem in generative modeling, Bayesian inference, and kinetic theory. Existing methods are bifurcated: classical kernel density estimators (KDE) generalize across distributions but suffer from the curse of dimensionality, while modern neural score models achieve high precision but require retraining for every target distribution. We introduce DiScoFormer (Density and...