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← High-quality video data, especially paired with text, is harder to collect at scale than image or text data.

17 connected korrents · 16 moments from 1 Jun 2009 to 15 Oct 2026.

Everything filed under computer vision computer vision Everything filed under AI and jobs AI and jobs Everything filed under consciousness consciousness Everything filed under neural networks neural networks Everything filed under LLMs LLMs Everything filed under AI and science AI and science Everything filed under world models world models Everything filed under simplicity simplicity Same subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subjectSame subject Read this korrent: High-quality video data, especially paired with text, is harder to collect at scale than image or text data. High-quality video data, especially pairedwith text, is harder to collect at scalethan image or text data. Last stated 3 years ago 12 Apr 2024 LW Lilian Weng — holds since 2024-04-12 — tap for who they are Same subject: Video recordings are probably less informationally dense for AI training than text data, even though they contain a lot of data. — tap to centre the map on it Video recordings are probably lessinformationally dense for AItraining than text data, even thoughthey contain a lot of data. Last stated 3 weeks ago 15 Oct 2026 BP Brian Potter — holds since 2026-10-15 — tap for who they are Same subject: Video never became intelligence the way text did because text arrives already abstracted into the bits humans care about. — tap to centre the map on it Video never became intelligence theway text did because text arrivesalready abstracted into the bitshumans care about. Last stated a year ago 12 Sept 2025 SL Sergey Levine — holds since 2025-09-12 — tap for who they are Same subject: High-quality data collection depends more on careful human execution than on machine learning techniques alone. — tap to centre the map on it High-quality data collection dependsmore on careful human execution thanon machine learning techniquesalone. Last stated 3 years ago 5 Feb 2024 LW Lilian Weng — holds since 2024-02-05 — tap for who they are Same subject: Video generation requires more world knowledge than image generation because of the need for temporal consistency across frames. — tap to centre the map on it Video generation requires more worldknowledge than image generationbecause of the need for temporalconsistency across frames. Last stated 3 years ago 12 Apr 2024 LW Lilian Weng — holds since 2024-04-12 — tap for who they are Same subject: Video no longer has to be complex to be video; the old media logic is broken. — tap to centre the map on it Video no longer has to be complex tobe video; the old media logic isbroken. Last stated 17 years ago 1 Apr 2010 CS Clay Shirky — holds since 2010-04-01 — tap for who they are Same subject: Text is a more powerful output modality for a model than images, because text supports many downstream tasks — tap to centre the map on it Text is a more powerful outputmodality for a model than images,because text supports manydownstream tasks Last stated 3 years ago 10 Oct 2023 CH Chip Huyen — holds since 2023-10-10 — tap for who they are Same subject: Growth of internet image data can enable more sophisticated models for indexing and interacting with multimedia. — tap to centre the map on it Growth of internet image data canenable more sophisticated models forindexing and interacting withmultimedia. Last stated 17 years ago 1 Jun 2009 FL Fei-Fei Li — holds since 2009-06-01 — tap for who they are Same subject: Video generation was not an algorithmic revolution: it was the same neural-network era with video added to the training data. — tap to centre the map on it Video generation was not analgorithmic revolution: it was thesame neural-network era with videoadded to the training data. Last stated 3 months ago 10 Aug 2026 FL Fei-Fei Li — holds since 2026-08-10 — tap for who they are Same subject: A layer should learn a residual with reference to its own input rather than an unreferenced function, which is what makes great depth trainable. — tap to centre the map on it A layer should learn a residual withreference to its own input ratherthan an unreferenced function, whichis what makes great depth trainable. Last stated 11 years ago 10 Dec 2015 JS Jian Sun — holds since 2015-12-10 — tap for who they are KH Kaiming He — holds since 2015-12-10 — tap for who they are Same subject: A project-level agent memory file works like a neural net, steering the agent much as a fine-tuned LoRA steers a model. — tap to centre the map on it A project-level agent memory fileworks like a neural net, steeringthe agent much as a fine-tuned LoRAsteers a model. Last stated 2 months ago 23 Aug 2026 KC Kun Chen — holds since 2026-08-23 — tap for who they are Same subject: A small enough winning ticket learns faster than the network it was cut out of, and ends up more accurate than it. — tap to centre the map on it A small enough winning ticket learnsfaster than the network it was cutout of, and ends up more accuratethan it. Last stated 9 years ago 9 Mar 2018 MC Michael Carbin — holds since 2018-03-09 — tap for who they are JF Jonathan Frankle — holds since 2018-03-09 — tap for who they are Same subject: A company must cut half its engineers to pay for the other half's tokens, and that is what the layoffs are actually about. — tap to centre the map on it A company must cut half itsengineers to pay for the otherhalf's tokens, and that is what thelayoffs are actually about. Last stated 8 months ago 11 Mar 2026 SY Steve Yegge — holds since 2026-03-11 — tap for who they are Same subject: A good test of a market for AI-built work is whether a focused outsourcing industry already serves it. — tap to centre the map on it A good test of a market for AI-builtwork is whether a focusedoutsourcing industry already servesit. Last stated 3 years ago 21 Aug 2023 ST Sarah Tavel — holds since 2023-08-21 — tap for who they are Same subject: A healthcare system could exist where AI provides basic preventive and urgent care while humans provide more complex clinical and emotional care. — tap to centre the map on it A healthcare system could existwhere AI provides basic preventiveand urgent care while humans providemore complex clinical and emotionalcare. Last stated 2 months ago 27 Aug 2026 RW Robert Wachter — holds since 2026-08-27 — tap for who they are Same subject: A mystical state defies expression, so its quality must be experienced directly and cannot be passed on to others — tap to centre the map on it A mystical state defies expression,so its quality must be experienceddirectly and cannot be passed on toothers WJ William James — holds since c. 1902 — tap for who they are Same subject: A pain is essentially defined by how it feels, so knowing how it feels is knowing what it is. — tap to centre the map on it A pain is essentially defined by howit feels, so knowing how it feels isknowing what it is. Last stated 4 months ago 15 Jul 2026 PG Philip Goff — holds since 2026-07-15 — tap for who they are Same subject: A person is best understood as a loose jumble of barely intelligent, looping processes producing only the illusion of coherent subjectivity. — tap to centre the map on it A person is best understood as aloose jumble of barely intelligent,looping processes producing only theillusion of coherent subjectivity. Last stated 2 months ago 18 Sept 2026 MW Matt Webb — holds since 2026-09-18 — tap for who they are
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At the centre High-quality video data, especially paired with text, is harder to collect at scale than image or text data. Last stated 12 Apr 2024 · 3 years ago Holds Lilian Weng Read this korrent →