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#algorithmic

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The new algorithm for directed cheapest routes "slices the graph into layers, moving outward from the source like Dijkstra’s. But rather than deal with the whole frontier at each step, it uses the Bellman-Ford algorithm to pinpoint influential nodes, moves forward from these nodes to find the shortest paths to others, and later comes back to other frontier nodes. It doesn’t always find the nodes within each layer in order of increasing distance, so the sorting barrier doesn’t apply. And if you chop up the graph in the right way, it runs slightly faster than the best version of Dijkstra’s algorithm. It’s considerably more intricate, relying on many pieces that need to fit together just right. But curiously, none of the pieces use fancy mathematics."

quantamagazine.org/new-method-

A still from a video of nodes being connected by a white line
Quanta Magazine · New Method Is the Fastest Way To Find the Best Routes | Quanta MagazineA canonical problem in computer science is to find the shortest route to every point in a network. A new approach beats the classic algorithm taught in textbooks.

shame shame The Gleeful #Cruelty of the #WhiteHouse #X Account - Welcome to the #4chan administration. White House Comms Director states - “The arrests will continue. The memes will continue.” Beyond the fact that this kind of #shitposting is so obviously beneath the office, the posts are genuinely #sinister. archive.is/cU8w2#selection-751 official govt comms from executive branch sent to 1.4m followers to say nothing of additional reach posts receive via #algorithmic recommendation and ad hoc sharing

“Not a single #Whitehall department has registered the use of ✨ #AI systems since the #Government said it would become mandatory … #AI is already being used by Government to inform decisions … But details of only 9 #Algorithmic systems have so far been submitted to a public register …”

gov.uk/algorithmic-transparenc

GOV.UKFind out how algorithmic tools are used in public organisationsFind out how and why public sector organisations use AI and algorithmic tools for decision making.

A #computational #analysis of potential #algorithmic #bias on platform X during the 2024 US #election. This technical report presents findings from a two phase analysis investigating potential algorithmic bias in engagement metrics on X by examining Elon Musk’s account against a group of prominent users, subsequently comparing Republican-leaning versus Democrat-leaning accounts. Analysis reveals a structural engagement shift around mid-July 2024 eprints.qut.edu.au/253211/

eprints.qut.edu.auA computational analysis of potential algorithmic bias on platform X during the 2024 US election | QUT ePrintsGraham, Timothy & Andrejevic, Mark (2024) A computational analysis of potential algorithmic bias on platform X during the 2024 US election. [Working Paper] (Unpublished)

Timothy Snyder on #freedom of #speech:

”… we find ourselves defending the #algorithmic utterances of #billionaires and heads of #state, rather than defending the people who would challenge the billionaires and heads of state.

It’s very good to not violate the right of people to speak, but more significant and more essential is to think of the conditions in which we could have as many FREE SPEAKERS as possible.”

Freedom-to vs freedom-from. Positive vs negative.

youtube.com/watch?v=XnYBlel3Z5