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Generating Financial Time Series by Matching Random Convolutional Features

Announce Type: new Abstract: Generating realistic financial time series is challenging as training data is often limited to a single historical path. With such scarce data, overfitting is hard to avoid, especially under adversarial training where a trained discriminator can memorize the training samples. To mitigate this, recent approaches train generators to minimize the discrepancy between untrained feature representations of real and generated time series.

arXiv CS 6d ago

The circus freaks of open source

The masterwork of Terry A. Davis is his eclectic operating system, TempleOS, which he worked on until his tragic death in 2018. In terms of technical excellence, TempleOS rates well in some respects and poorly in others. For example, it earns the achievement, coveted in OS dev circles, of being self-hosted.1 TempleOS is written in Terry’s own bespoke dialect of C and includes an editor, interpreter, and compiler, as well as a number of original games.

Hacker News 3d ago

Bringing Up DeepSeek-V4-Flash on AMD MI300X

Bringing up DeepSeek-V4-Flash on AMD MI300X At Doubleword we are building an inference cloud designed for volume. To do that we have to reckon with the enveloping compute shortage. AMD’s MI300X launched in December 2023At AMD’s “Advancing AI” event, 6 December 2023.

Hacker News 7d ago

PlayStation Architecture

Supporting imagery A quick introduction Sony knew that 3D hardware could get very messy to develop for. Thus, their debuting console will keep its design simple and practical… Although this may come at a cost!

Hacker News 7d ago

Ahoy, DECmate II the little PDP-8 that could

Now, that's a lot of word processing. But under the hood it's still at least PDP-8 adjacent, even considering its oddities and incompatibilities, and you can make it do many of the things a full-size Eight can. We'll take this basic unit, convert the floppy drives to solid state, tap the video output, and put it through its paces.

Hacker News 10d ago

A Man Who Reads Books for a Living (One Every Two Days)

The Man Who Reads Books For a Living (One Every Two Days) You Have Clarke Speicher to Thank (Or Blame) For the Recent Train Dreams Adaptation When Clarke Speicher (spike-er) asked how I liked the screen adaptation of Train Dreams, Denis Johnson’s novella following the solitary logger Robert Granier in the early 20th-century American West, he was actually asking whether it measured up to its source material.

Hacker News 6d ago