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Physics-Encoded Inverse Modeling for Arctic Snow Depth Prediction

arXiv:2601.17074v4 Announce Type: replace Abstract: Accurate estimation in time-varying inverse problems under limited and sparse observations remains a fundamental challenge across scientific domains. For example, snow depth estimation requires inferring hidden parameters governing sea ice physics, which can be incorporated through physics-informed encoding. To address this challenge, we introduce Physics-Encoded Inversion (PhysE-Inv), a novel framework that combines deep sequential...

arXiv CS 8d ago

Toward accurate RUL and SoH estimation using reinforced graph-based physics-informed neural networks enhanced with dynamic weights

arXiv:2507.09766v2 Announce Type: replace Abstract: Accurate estimation of Remaining Useful Life (RUL) and State of Health (SoH) is essential for reliable Prognostics and Health Management (PHM), supporting timely maintenance and dependable industrial operation. However, hybrid models that combine data-driven learning with physics-based regularization often rely on fixed loss weights and therefore lose accuracy when transferred across assets with different degradation behaviors. This study...

arXiv CS 8d ago

Saturday Citations: Greenland sharks; quantum weirdness; people are mostly pretty chill

June 6, 2026 report Saturday Citations: Greenland sharks; quantum weirdness; people are mostly pretty chill Author Gaby Clark Scientific Editor Robert Egan Associate Editor This week, researchers reported that GLP-1 medications may influence the biology of aging. Hidden meltwater in deep Antarctic coastal waters has a strong climate impact.

Phys.org 4d ago

AI paired with tiny optical device corrects distorted light for sharper imaging

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Phys.org 6d ago

CERN’s new chief on the gamble that could fix our picture of reality

When Mark Thomson was 13, he read a book about the European Organization for Nuclear Research, better known as CERN, a particle physics lab whose remit was to interrogate the fabric of reality. The book left him both fascinated by how the universe worked and frustrated by its lack of detail. More than 40 years later, Thomson is CERN’s director general, taking charge just as it shuts down the Large Hadron Collider (LHC) for upgrades and decides where to place its next multibillion-pound bet.

New Scientist 7d ago

Bayesian Inference with Shaped Deep Non-linear MLPs

arXiv:2605.30860v1 Announce Type: cross Abstract: A central aim of deep learning theory is to characterize how neural networks make predictions in the regime of simultaneously large model and training set size. Since the limits of diverging number of model parameters and dataset size do not commute it is not clear a priori what limits exist. In this work, we shed new light on these questions by studying Bayesian inference in deep non-linear MLPs in the regime where the number of training...

arXiv CS 9d ago

Hidden in plain sight: The race to discover new species before they're gone

Hidden in plain sight: The race to discover new species before they're gone Gaby Clark Scientific Editor Andrew Zinin Lead Editor When most people imagine scientists discovering new species, they probably still picture an expedition into the unknown. A naturalist travels somewhere remote, perhaps on a wooden ship, and traipses through the jungle to encounter an animal or plant never before described by science. The intrepid explorer brings back specimens or observations to a museum, where...

Phys.org 6d ago

What is space-time? A mystery at the heart of reality

A mystery at the heart of reality - Date: - June 8, 2026 - Source: - The Conversation - Summary: - What if our biggest idea about reality is built on a hidden misunderstanding? A new philosophical look at space-time challenges the popular view that the past, present, and future all exist together in a timeless "block universe."

Science Daily 2d ago

Lego is releasing a Sega Genesis set complete with little controllers

Lego is releasing a Sega Genesis set complete with little controllers Lego and Sega have announced a new set coming next month that'll hit you right in the nostalgia: the Lego Sega Genesis Console. The $40 model is a slightly scaled-down version of the gaming system, with the option to give it either the Genesis branding, as it was known in North America, or Mega Drive, as it was released in Japan and other regions. The Lego Sega Genesis Console will be available starting June 1 from Lego's...

Engadget 38d ago

Artificial intelligence is not conscious – Ted Chiang

No, Artificial Intelligence Is Not Conscious Taken to its logical conclusion, this line of thinking is absurd—and damning. Anthropic is regarded as a giant among AI companies, but perhaps what it really excels in is anthropomorphism. Earlier this year, the company released an 84-page document titled Claude’s “constitution,” Claude being the name of the large language model that is the company’s flagship product.

Hacker News 7d ago