Loading video...

Video Failed to Load

Go Home

A visualization of how I think of diffusion in frequency space Diffusion often generates the low frequencies in the earlier steps before generating the higher frequencies in the later steps

nrehiew_'s profile picture

wh

15,265 subscribers

163,881 views • 1 year ago •via X (Twitter)

Science & Technology
LIVE

Anya Rossi• Live Now

Private livecam show

0 Comments

No comments available

Comments from the original post will appear here

Related Videos

The latent space of earlier generative models like GANS can linearly encode concepts of the data. What if the data was model weights? We present weights2weights, a subspace in diffusion weights that behaves as an interpretable latent space over customized diffusion models.
0:16

The latent space of earlier generative models like GANS can linearly encode concepts of the data. What if the data was model weights? We present weights2weights, a subspace in diffusion weights that behaves as an interpretable latent space over customized diffusion models.

Amil Dravid

94,276 views • 2 years ago

Immerse yourself in the healing power of frequencies! 🎶 Tune in and witness the magical transformation as soothing vibrations wash away stress and restore balance. ✨ Let the healing frequencies transport you to a state of serenity and rejuvenation. 🧘 Explore resonant frequencies here:
0:15

Immerse yourself in the healing power of frequencies! 🎶 Tune in and witness the magical transformation as soothing vibrations wash away stress and restore balance. ✨ Let the healing frequencies transport you to a state of serenity and rejuvenation. 🧘 Explore resonant frequencies here:

vegastar

56,514 views • 2 years ago

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models "Block diffusion sequentially generates blocks of tokens by performing diffusion within each block and conditioning on previous blocks. By combining strength from autoregressive and diffusion models, block diffusion overcomes the limitations of both approaches by supporting variable-length, higher-quality generation and improving inference efficiency with KV caching and parallel sampling."
0:19

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models "Block diffusion sequentially generates blocks of tokens by performing diffusion within each block and conditioning on previous blocks. By combining strength from autoregressive and diffusion models, block diffusion overcomes the limitations of both approaches by supporting variable-length, higher-quality generation and improving inference efficiency with KV caching and parallel sampling."

Tanishq Mathew Abraham, Ph.D.

21,813 views • 1 year ago

A rendering of the beginning of our universe (along one rulial+quantum branch) in our Wolfram Physics Project---and the first steps in the construction of space. (The nodes are not in space; they're what space is made of.)
0:13

A rendering of the beginning of our universe (along one rulial+quantum branch) in our Wolfram Physics Project---and the first steps in the construction of space. (The nodes are not in space; they're what space is made of.)

Stephen Wolfram

302,783 views • 2 years ago

Selected as a best paper finalist at #CVPR2026: PixelDiT from NVIDIA Research In most image generation models, a pretrained autoencoder compresses the image before any diffusion happens, causing quality loss that accumulates across the entire pipeline. PixelDiT, or Pixel Diffusion Transformers, removes this step entirely. It's a single-stage model that learns the diffusion process directly in pixel space, end-to-end.
0:18

Selected as a best paper finalist at #CVPR2026: PixelDiT from NVIDIA Research In most image generation models, a pretrained autoencoder compresses the image before any diffusion happens, causing quality loss that accumulates across the entire pipeline. PixelDiT, or Pixel Diffusion Transformers, removes this step entirely. It's a single-stage model that learns the diffusion process directly in pixel space, end-to-end.

NVIDIA AI

27,469 views • 23 days ago

Flux 2 Klein 4B param, dropped at 2 steps with much higher FPS! I also added a couple of LORA's, I'll mess around with. Such a good diffusion model!
0:10

Flux 2 Klein 4B param, dropped at 2 steps with much higher FPS! I also added a couple of LORA's, I'll mess around with. Such a good diffusion model!

Dev Ed

109,619 views • 4 months ago

When playing a game like Baby Steps, I often fully immerse myself in the experience.
0:14

When playing a game like Baby Steps, I often fully immerse myself in the experience.

DansGaming

14,409 views • 9 months ago

The Camp Nou steps have the names of all the highest goal scorers in Barça history. I wouldn’t mind climbing the steps over and over 😁
0:18

The Camp Nou steps have the names of all the highest goal scorers in Barça history. I wouldn’t mind climbing the steps over and over 😁

Anabella💙❤️

418,638 views • 1 year ago

Diffusion models are sensitive to small changes in the input noise. We introduce Alias-Free Latent Diffusion Models (𝗔𝗙-𝗟𝗗𝗠) at #CVPR2025. It achieves shift-equivariance and generates consistent outputs. Project: arXiv:
0:10

Diffusion models are sensitive to small changes in the input noise. We introduce Alias-Free Latent Diffusion Models (𝗔𝗙-𝗟𝗗𝗠) at #CVPR2025. It achieves shift-equivariance and generates consistent outputs. Project: arXiv:

Xingang Pan

42,538 views • 1 year ago

Google is making progress on their diffusion models... It's now as good as a Gemini 2.0 Flash Lite. The writing is on the wall, a majority of language AI use in the future will be diffusion models.
0:14

Google is making progress on their diffusion models... It's now as good as a Gemini 2.0 Flash Lite. The writing is on the wall, a majority of language AI use in the future will be diffusion models.

Carlos E. Perez

193,952 views • 5 months ago

3. The Lost Art of Healing Frequencies
0:43

3. The Lost Art of Healing Frequencies

MatrixMysteries

142,845 views • 1 year ago

Pedro Pascal in a new behind the scenes of ‘THE FANTASTIC FOUR: FIRST STEPS’
0:10

Pedro Pascal in a new behind the scenes of ‘THE FANTASTIC FOUR: FIRST STEPS’

Pedro Pascal Daily (Fan Account)

21,730 views • 11 months ago

Flow matching produces smooth, deterministic trajectories. In contrast, the sampling process of a diffusion model is chaotic, resembling the random motion of gas particles.
0:13

Flow matching produces smooth, deterministic trajectories. In contrast, the sampling process of a diffusion model is chaotic, resembling the random motion of gas particles.

Alec Helbling

429,132 views • 1 year ago

Visualization of space debris in Earth orbit from the Technical University of Braunschweig
0:14

Visualization of space debris in Earth orbit from the Technical University of Braunschweig

Black Hole

18,896 views • 9 months ago

JSN sees Darnold scramble so he spins to the right, sits in the hole in the zone, steps past a WR crossing in front of him to become a friendlier target, and digs out a low pass
0:15

JSN sees Darnold scramble so he spins to the right, sits in the hole in the zone, steps past a WR crossing in front of him to become a friendlier target, and digs out a low pass

Ted Nguyen

997,734 views • 9 months ago

To escape the effects of current EW jammers, FPV control frequencies have been often lowered to 400MHz or even 300MHz. One consequence is that new jammer antennas to cover these frequencies get ever larger, as seen in this big Russian 400-500MHz cloverleaf antenna.
0:16

To escape the effects of current EW jammers, FPV control frequencies have been often lowered to 400MHz or even 300MHz. One consequence is that new jammer antennas to cover these frequencies get ever larger, as seen in this big Russian 400-500MHz cloverleaf antenna.

Roy🇨🇦

65,090 views • 1 year ago

Jewish activists drenched the steps of the Israeli consulate in Toronto in red, to protest the ongoing genocide in Gaza.
0:12

Jewish activists drenched the steps of the Israeli consulate in Toronto in red, to protest the ongoing genocide in Gaza.

PALESTINE ONLINE 🇵🇸

1,574,337 views • 1 year ago

On the slopes of Akbaşak in Turkey, homes are stacked like steps, with rooftops often doubling as streets and shared spaces.
0:16

On the slopes of Akbaşak in Turkey, homes are stacked like steps, with rooftops often doubling as streets and shared spaces.

Science girl

51,142 views • 2 months ago

The chaos in the world is not random. It is the old matrix breaking down as higher frequencies flood in. What looks like destruction is actually the birth process of the New Earth. Stay centered in your heart. You are not here to survive it; you are here to help birth it.
0:10

The chaos in the world is not random. It is the old matrix breaking down as higher frequencies flood in. What looks like destruction is actually the birth process of the New Earth. Stay centered in your heart. You are not here to survive it; you are here to help birth it.

Ra 𐦝

12,615 views • 2 days ago