Researchers have demonstrated a scalable physical deep learning framework validated on an optoelectronic platform that reduces computational resource requirements by approximately 40% when integrated into modern architectures. Compared with conventional deep neural networks, the approach achieves comparable performance while substantially lowering computational costs and the number of trainable parameters, addressing escalating energy demands in high-performance

Abstract Accurate skin lesion classification often requires integration of lesion appearance with patient clinical information. Although multimodal artificial intelligence (AI) approaches have shown promise, many existing methods rely on computationally intensive fusion mechanisms or simple integration strategies that may inadequately capture interactions between imaging and clinical data. This study aimed to develop and evaluate a

By studying how advanced generative AI models process tasks, a Rutgers expert on hidden biases found that most struggle to counter stereotypical assumptions   Large-language models (LLMs), the technology that powers tools like Gemini and ChatGPT, are more nuanced than ever. But that doesn’t mean they aren’t biased. Some models are more prejudiced than others

SEATTLE — Seattle families are urging the state’s largest school district to pause the use of generative AI and address concerns about student-facing technology. Some Seattle Public Schools (SPS) parents claim they they worry the use of this tech in school could be more harmful than helpful when it comes to student learning, and they

Madrid, November 4, 2026. Protecting communications against future quantum risk, accelerating industrial simulations or optimizing complex business processes are some of the applications developed by the six winning companies of the Santander X Global Challenge | The Quantum AI Leap, the international challenge promoted by Banco Santander together with IBM, Bluzec and Oxentia Foundation to

Glioblastoma is the deadliest and most common type of malignant brain tumor in adults. One of the reasons it's almost always incurable is that individual tumor cells are very different from one another and shift dynamically between various 'states'. This plasticity helps them evade anti-cancer treatments. Now, two new studies from researchers at EMBL, the

A model that runs in a notebook serves one request at a time. A production endpoint receives many requests at once, and each one needs GPU memory for its key-value (KV) cache, a slot in the batch, and a response stream. Plain PyTorch or Hugging Face Transformers can serve the model, but you have to

Summary: A mixed-methods psychological investigation published in Psychology & Marketing reveals the profound emotional vulnerabilities experienced by people who form intimate bonds with artificial intelligence companions. Led by researchers from the University of Surrey and Cardiff University, the team analyzed 1,131 Reddit discussions and surveyed 610 U.S. adults using companion apps like Replika. They discovered