Tootfinder

"We need to avail ourselves of GenAI to enhance knowledge distribution": Empowering Older Adults through GenAI Literacy
Eunhye Grace Ko, Shaini Nanayakkara, Earl W. Huff Jr
https://arxiv.org/abs/2506.06225

"We need to avail ourselves of GenAI to enhance knowledge distribution": Empowering Older Adults through GenAI Literacy
As generative AI (GenAI) becomes increasingly widespread, it is crucial to equip users, particularly vulnerable populations such as older adults (65 and older), with the knowledge to understand its benefits and potential risks. Older adults often exhibit greater reservations about adopting emerging technologies and require tailored literacy support. Using a mixed methods approach, this study examines strategies for delivering GenAI literacy to older adults through a chatbot named Litti, evaluat…

So the basic idea is that we first compute a "level" for whatever interaction, by adding beneficial modifiers and subtracting harmful ones. Imagine most modifiers are smallish integers like 2 or -3 (though they can be non-integers too). Each level can be thought of as making things twice as good/bad, although this only applies directly when they're balanced. The actual formula starts with a 50/50 chance of "success" at level 0, and then each positive level halves the chance of failure, or if the levels are negative, each negative level halves the chance of success (note that halving the chance of failure is not the same as doubling the chance of success).
The intuitive explanation is that you start with a coin flip. Then if the level is positive, you flip that many additional coins and succeed if any single coin succeeds, but it the level is negative, you have to flip that many additional coins and succeed only if *all* flips succeed.
For example, if I have a dagger with 5 crit chance, and I attack an opponent with no armor modifiers, I'd have to win any 1 of 6 coin flips to score a crit (p = 1 - (1/(2^6)) = 63/64. Increasing my crit modifier by 1 ups my chances only slightly, to 127/128. This is obviously pretty poor return, indicating that the 5 I already have is very strong. If the opponent had armor with -3 to crits, the interaction is now level 2, so the crit chance is 7/8, which is still pretty good. We can see from these examples that the basic system
rewards a small level advantage a lot, but the rewards diminish rapidly. The system has a few avenues for tweaking how it works though, that can let us modify this. There's also a potential benefit (though sometimes drawback) that no matter what the level gap, there's an effective limit to how much the interaction swings.

The AfricaConnect3 Impact Report is here!
As we look ahead to the next chapter of the project, this report reflects on an incredible 5 years of progress—and the powerful role that NRENs have played in transforming digital access for Africa’s R&E communities.
Co-funded by the EU, AC3 has enabled over 3,000 institutions and more than 9 million users to benefit from high-speed, affordable, and secure connectivity.
📥 Read the full report: africaconnect3.net/resources (in …

This https://arxiv.org/abs/2205.09337 has been replaced.
link: https://scholar.google.com/scholar?q=a

Deep Learning in Business Analytics: A Clash of Expectations and Reality
Our fast-paced digital economy shaped by global competition requires increased data-driven decision-making based on artificial intelligence (AI) and machine learning (ML). The benefits of deep learning (DL) are manifold, but it comes with limitations that have, so far, interfered with widespread industry adoption. This paper explains why DL, despite its popularity, has difficulties speeding up its adoption within business analytics. It is shown that the adoption of deep learning is not only aff…

I am willing to be pleasantly surprised, but... when all I see from these "major projects" is oil and gas and other 20th century backwards nonsense, I can't help but be pessimistic.
Ironically, a real "nation building" project that would be a huge benefit to Canadians would be more akin to something from the 19th century: Standing up a true public railway corporation and rebuilding a high speed electrified rail network from sea to sea to sea that could reduce transportation costs and increase flexibility and convenience for millions of Canadians and businesses including in remote communities.
But our current leadership is too beholden to existing capitalist interests and status quo business to be that bold. And they're positively allergic to anything done purely in the public interest. How dare we not include some profiteering private corporation… /sarc
#CanPoli #CdnPoli #NaitonBuilding #Transportation #rail
https://www.cbc.ca/news/politics/premiers-meeting-prime-minister-carney-major-projects-1.7549577