Author Topic: How Can AI Be Used for Space Applications?  (Read 229378 times)

Offline Twark_Main

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Re: How Can AI Be Used for Space Applications?
« Reply #600 on: 02/28/2026 05:24 am »
Now they say AI thinks it is seeing something after adding it all up, real or another 'Artificial Hallucination'? sometimes AI does find stuff but other times it seems to talk about events that are not really there, an LLM problem?

AI Reveals Unexpected New Physics in the Fourth State of Matter
https://scitechdaily.com/ai-reveals-unexpected-new-physics-in-the-fourth-state-of-matter/

and

Physics-tailored machine learning reveals unexpected physics in dusty plasmas
https://www.pnas.org/doi/10.1073/pnas.2505725122
Dusty plasma is ubiquitous throughout the universe, from Saturn’s rings to interstellar space , and is critically important for planet formation , technological processes , and potentially the emergence of life . In a dusty plasma, dust particles’ interactions have known approximations based on tractable physics, yet they are poorly understood in environments that deviate from the simplest equilibrium conditions, for example, in systems with background plasma flows or with external magnetic fields . Particles interact through complicated forces mediated by the plasma environment , and violate some of our basic expectations: They are nonreciprocal and can source energy from their nonequilibrium environment

Are we just calling anything with a neutral network an "LLM" now, and attributing LLM problems to them all?

As far as I can see this is nothing but good old classic pre-LLM machine learning (eg digit recognition), which isn't really known for the sort of hallucinations output by LLMs.

We first identified hallucination thru LLMs and now associate it with them. But when it's happening from the underlying neural network, then why would the mechanisms which give rise to hallucination be exclusive to LLMs?

...

So just to be clear, you're not saying we've ever identified LLM-like hallucinations in such networks, correct?
« Last Edit: 02/28/2026 05:28 am by Twark_Main »

Offline sanman

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Re: How Can AI Be Used for Space Applications?
« Reply #601 on: 02/28/2026 06:15 pm »
We first identified hallucination thru LLMs and now associate it with them. But when it's happening from the underlying neural network, then why would the mechanisms which give rise to hallucination be exclusive to LLMs?

...

So just to be clear, you're not saying we've ever identified LLM-like hallucinations in such networks, correct?

But what defines the limits of what constitutes an "hallucination"?
Surely a non-LLM neural network model can produce non-preferred output, analogous to the way an LLM neural network can produce undesirable output that we call "hallucinations".
We seem to only call it an "hallucination" when the output is expressed in the form of language.

As models and their applications progress, should we be broadening our definition scopes, or broadening our terminology?

Offline JulesVerneATV

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Re: How Can AI Be Used for Space Applications?
« Reply #602 on: 03/02/2026 10:58 am »

Offline sanman

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Re: How Can AI Be Used for Space Applications?
« Reply #603 on: 03/11/2026 08:47 am »
Metacognition -- a key to getting past hallucination, for better AI?



But is there a benchmark test for this?

Offline Star One

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Re: How Can AI Be Used for Space Applications?
« Reply #604 on: 03/17/2026 05:00 pm »
This Is Not The AI We Were Promised

Quote
Join us for the Royal Society Michael Faraday Prize Lecture delivered by 2025 winner Professor Michael John Wooldridge.

https://www.youtube.com/live/CyyL0yDhr7I

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