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Revisiting Neural Processes via Fourier Transform and Volterra Series

arXiv:2606.01172v1 Announce Type: new Abstract: Modeling unknown latent functions from finite, irregularly sampled measurements is a recurring challenge across science and engineering. Neural processes (NPs), a family of probabilistic functional models, are promising solutions -- especially when endowed with domain-specific symmetries like translation equivariance, which improve sample efficiency and generalization. Yet existing translation-equivariant NPs face two limitations: (i) they...

arXiv CS 8d ago

In Vitro Efficacy of Paclitaxel-loaded PLGA Nanoformulations for Lung Cancer Treatment Demonstrated by Label-free Multiphoton-Fluorescence Lifetime Imaging Microscopy

Lung cancer remains the leading cause of cancer-related mortality, and despite its limited efficacy, and low specificity, chemotherapy is still commonly used as a first-line treatment. Herein, we prepare and characterize poly(lactic-co-glycolic acid) (PLGA) nanoparticles (NPs) for the use as a non-targeted nanocarrier drug delivery system for the chemotherapeutic drug, paclitaxel (PTX). Drug loading capability, mono-dispersity, zeta potential, morphology, and drug release profile were...

bioRxiv 7d ago

National Park Service ranger dies after falling into crevasse on Mount McKinley during climbing patrol

A seasonal National Park Service mountaineering ranger died Thursday afternoon after falling into a crevasse on Mount McKinley, marking the latest deadly incident on the treacherous Alaskan peak. The ranger has been identified as Robin Pendery, of Enumclaw, Washington, according to a statement from the National Park Service (NPS).Agency officials said Pendery was conducting a climbing patrol when she suffered a fatal fall near the mountain's 14,000-foot camp at about 2 p.m. local time....

Fox News 3d ago

Incremental Transformer Neural Processes

Announce Type: replace Abstract: Neural Processes (NPs), and specifically Transformer Neural Processes (TNPs), have demonstrated remarkable performance across tasks ranging from spatiotemporal forecasting to tabular data modelling. However, many of these applications are inherently sequential, involving continuous data streams such as real-time sensor readings or database updates. In such settings, models should support cheap, incremental updates rather than recomputing internal...

arXiv CS 5d ago

Park ranger’s death being investigated after falling into crevasse on Alaska’s Mt. McKinley

Park ranger’s death being investigated after falling into crevasse on Alaska’s Mt. McKinley Denali, federally designated as Mount McKinley, is the highest mountain peak in North America - Bookmark A seasonal park ranger has died after falling into a crevasse on Mount McKinley, North America's tallest mountain, the National Park Service announced. Robin Pendery, from Enumclaw, Washington, was a mountaineering ranger assigned to Denali National Park and Preserve. She fell on Thursday while on...

The Independent World 3d ago

New health risks emerge as Europe’s drug market grows more complex, EU agency warns

Europe’s drug market is growing more complex, with potent opioids, stronger cannabis and new substances raising health risks, the EU agency warns. New health risks, rapidly evolving and increasingly complex drug markets - this is the warning issued on Tuesday by the European Union Drugs Agency. Its annual report, based on data from 27 EU member states as well as Turkey and Norway, highlights concerns not only about the availability of substances but also their growing variety,...

Euronews 1d ago