Reminds me of Runge-Kutta methods[1] of numerical integration, specifically RK2 since they only have one intermediary update.
The theorems took me right back to my finite element methods class at university, with Banach spaces and proving convergence of fixed point functions using Cauchy sequences.
Hopefully someone more well-versed in the field can chime in on the meat of the paper, looks like a good win from afar.
I recall reading about a paper in SciAm or American Scientist a couple of decades ago, where they had trained a ML model to predict regional conflicts or civil wars. The main input was scarcity of food, mainly through price IIRC.
They trained it on historical data up to the 90s or so, and had it predict the "future" up to the time of the article. And as I recall it did very well. They even included some actual near-future predictions as well which also turned out pretty accurately as I recall.
Which I suppose isn't a huge surprise after all. People don't like to starve.
My memory isn't good enough to recall the name of the paper, however doing some searching I see the field has not stood still. Here[1] is an example of a more recent paper where they've included more variables. A quote from the conclusions:
The closest natural resource–society interaction to predict conflict risk according to our models was food production within its economic and demographic context, e.g., with GDP per capita, unemployment, infant mortality and youth bulge.
As a Windows user since 3.x days, I complain mostly about UX issues these days. It's also clear leadership is not aligned with what I want with my desktop.
I've hardly had hardware issues since I moved to Windows 2000. Sure some, but few enough I can't recall any in particular.
Over 90% of desktops had Windows back then. So yea, that's everybody. Unless you're being pedantic because one guy was using IRIX on an SGI workstation, or the odd Mac.
> csv files. MS Excel can read some malformed csv files.
At work we have to parse CSV files which often have mixed encoding (Latin-1 with UTF-8 in random fields on random rows), occasionally have partial lines (remainder of line just missing) and other interesting errors.
We also have to parse fixed-width flat files where fields occasionally aren't fixed-width after all, with no discernible pattern. Customer can't fix the broken proprietary system that spits this out so we have to deal with it.
And of course, XML files with encoding mismatch (because that header is just a fixed string that bears no meaning on the rest of the content, right?) or even mixed encoding. That's just par for the course.
I feel product management from a lot of large companies is often very disconnected.
A semi-random recent example from someone else, Samsung changed contacts list in recent update, so now recently added contacts is above favorite contacts, and it's done in such a way I now have to scroll to get to my favorites... like WTF.
Samsung aren't unique though. Microsoft for example has spent the first few years if each release of their OS usable since Vista, with the exception of Windows 7.
I'd don't think they are disconnected. That would just attribute carelessness where malice should be attributes I believe they are intentionally removing these features to push some metrics to increase their bonuses.
Been using KDE on a secondary machine for 15 years now. However they were always lacking in hardware compared to my main desktop.
I recently installed CachyOS on a USB NVMe drive, so I can dual boot without the dual boot pain. And wow, that thing flies.
I've been a Windows user since 3.0, but Windows 11 is probably getting replaced soon. I've stopped competitive gaming so anti-cheats ain't an issue, and Linux gaming is good enough.
There are some things I'll miss, but the bloat and lack of care from MS I'll be glad to leave behind.
I upgraded my 27" 1440p LCD to a 27" 4k OLED (PG27UCDM) and for me text rendering was a big upgrade.
Yes there is color fringing if I take a zoomed in picture with my camera, but nothing I notice in day to day use. And I've been highly annoyed by missing or bad ClearType rendering.
I specifically went for the 27" to get the extra pixel density though. I might not have been happy with the 32" variant.
That said, the true blacks and bright whites is something else. For me a very significant upgrade both on the desktop and in games, despite the previous being an upper-level LCD when I bought it 4-5 years ago.
Yeah I'm quite excited to move to the 34" ultra-wide 1440p RGB stripe 360hz monitor they announced! OLED is an amazing technology, and this was IMO the final barrier to overcome to beat IPS on nearly all axes.
I just ordered this monitor earlier this week (still waiting for it to be delivered), did you need to tweak it or use some thing like MacType like others are suggesting in this thread?
The theorems took me right back to my finite element methods class at university, with Banach spaces and proving convergence of fixed point functions using Cauchy sequences.
Hopefully someone more well-versed in the field can chime in on the meat of the paper, looks like a good win from afar.
[1]: https://en.wikipedia.org/wiki/Runge%E2%80%93Kutta_methods
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