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Appendices: Score-based Source Separation with Applications to Digital Communication Signals

Neural Information Processing Systems

During source separation, this presumably results in a noisier estimate of the SOI in comparison to mixtures with no additional background noise. We estimated the SNR to be 16.9dB by averaging across multiple samples. The dotted black curve on the left of Figure G.2 is a presumable lower bound on the BER by accounting for the magnitude of the background noise and modeling it as additive white Gaussian noise.



Blue Origin also wants to put AI data centers in space

Engadget

It filed a request with the FCC to deploy almost 52,000 satellites. Blue Origin has revealed its plans for an {@/data/467/1/1 orbital AI data center @/data/467/1/1} system in a new filing with the Federal Communications Commission. The company has asked the agency for permission to deploy 51,600 satellites, as reported by the and . Called Project Sunrise, the initiative aims to launch and operate a constellation of satellites that can deliver computing capacity for artificial intelligence uses. Project Sunrise's satellites will be placed in sun-synchronous orbits at altitudes between 311 and 1,118 miles.


Why the world's militaries are scrambling to create their own Starlink

New Scientist

Why the world's militaries are scrambling to create their own Starlink The reliable internet connections provided by Starlink offer a huge advantage on the battlefield. Starlink's satellite constellation provides a reliable internet connection to almost anywhere on Earth, conferring an advantage on the modern battlefield. But it is also run by controversial billionaire Elon Musk, presenting a risk to militaries that could easily find themselves cut off. So, now countries are racing to build their own version. The Starlink network consists of almost 10,000 satellites that offer internet connections across most of the planet via small dishes on the ground.


Orbital AI data centers could work, but they might ruin Earth in the process

Engadget

Samsung Galaxy Unpacked 2026 is Feb. 25 A single collision could cause a cascading effect in orbit. Elon Musk's plan to launch millions of AI satellites could be disastrous for the planet. At the start of the month, Elon Musk announced that two of his companies -- SpaceX and xAI -- were merging, and would jointly launch a constellation of 1 million satellites to operate as orbital data centers. Musk's reputation might suggest otherwise, but according to experts, such a plan isn't a complete fantasy. However, if executed at the scale suggested, some of them believe it would have devastating effects on the environment and the sustainability of low Earth Earth orbit.


Stacked Capsule Autoencoders

Neural Information Processing Systems

Objects are composed of a set of geometrically organized parts. We introducean unsupervised capsule autoencoder ( SCAE), which explicitly uses geometric relationships between parts toreason about objects. Since these relationships do not depend on the viewpoint, our model is robust to viewpoint changes.




Why did SpaceX just apply to launch 1 million satellites?

New Scientist

Why did SpaceX just apply to launch 1 million satellites? We are only a month into 2026, yet it's already clear what one of the major space stories of the year is going to be: mega-constellations, and the ongoing attempts to launch thousands of satellites into Earth's orbit. The latest development is that SpaceX has asked the US Federal Communications Commission (FCC) for permission to launch 1 million orbital data centre satellites. The previous largest filing with the FCC, also by SpaceX, was for 42,000 Starlink satellites in 2019. "This is beyond what's been proposed by any constellation," says Victoria Samson at the Secure World Foundation in the US.


SpaceX wants to launch a constellation of a million satellites to power AI needs

Engadget

In a recent filing, Elon Musk's aerospace company requested to build an orbital data center that relies on solar power. Elon Musk and his aerospace company have requested to build a network that's 100 times the number of satellites that are currently in orbit. On Friday, SpaceX filed an application with the Federal Communications Commission (FCC) to launch a million satellites meant to create an orbital data center. This isn't the first time we're hearing of Musk's plans to build an orbital data center, as it was mentioned by company insiders following the news that the CEO was reportedly preparing to take SpaceX public . According to the filing spotted by, this data center would run off solar power and deliver computing capacity for artificial intelligence needs .