Scott H. Hawley
@drscotthawley.bsky.social
Mostly: ML for music production workflows.
Professor of Physics & Senior Data Fellow at Belmont University, Nashville TN
Head of Research for Hyperstate Music AI.
Teacher of audio engineers, Opinions my own.
Explainer blog: https://drscotthawley.github.io
Professor of Physics & Senior Data Fellow at Belmont University, Nashville TN
Head of Research for Hyperstate Music AI.
Teacher of audio engineers, Opinions my own.
Explainer blog: https://drscotthawley.github.io
Pinned
The tutorial "Flow With What You Know" was just awarded "Best Blog Post" for ICLR 2025! cf. iclr-blogposts.github.io/2025/about/
Today while helping a student, I noticed a change from how I used to debug:
It used to be "Paste the error message into Google and find the StackOverflow post that answers the question" but now it's "Paste the description, code, and the error message into an LLM and see what it says."
It used to be "Paste the error message into Google and find the StackOverflow post that answers the question" but now it's "Paste the description, code, and the error message into an LLM and see what it says."
November 11, 2025 at 1:38 AM
Today while helping a student, I noticed a change from how I used to debug:
It used to be "Paste the error message into Google and find the StackOverflow post that answers the question" but now it's "Paste the description, code, and the error message into an LLM and see what it says."
It used to be "Paste the error message into Google and find the StackOverflow post that answers the question" but now it's "Paste the description, code, and the error message into an LLM and see what it says."
The submission deadline has been extended to *December 15* for the joint JAES/DAFx Special Issue, "New Frontiers in Digital Audio Effects"! aes2.org/wp-content/u...
November 5, 2025 at 2:46 PM
The submission deadline has been extended to *December 15* for the joint JAES/DAFx Special Issue, "New Frontiers in Digital Audio Effects"! aes2.org/wp-content/u...
Reposted by Scott H. Hawley
Halloween logicals, still the best 10/31 venn
October 31, 2025 at 10:52 PM
Halloween logicals, still the best 10/31 venn
In astronomy, an analogous effect is the Malmquist bias. "Usually heard in the phrase, 'You fool, you forgot to account for the Malmquist bias.'" -- Ethan Vishniac
en.wikipedia.org/wiki/Malmqui...
en.wikipedia.org/wiki/Malmqui...
October 30, 2025 at 2:06 PM
In astronomy, an analogous effect is the Malmquist bias. "Usually heard in the phrase, 'You fool, you forgot to account for the Malmquist bias.'" -- Ethan Vishniac
en.wikipedia.org/wiki/Malmqui...
en.wikipedia.org/wiki/Malmqui...
Wasn't Universe 25 the one where all the mice died? @github.com Education, are you saying we're going to eat each other?
October 30, 2025 at 1:50 PM
Wasn't Universe 25 the one where all the mice died? @github.com Education, are you saying we're going to eat each other?
Leaderboard Contest! In my Deep Learning class we ran an internal contest for the best latent flow matching generative model for MNIST digits, We're now opening that up to others to submit via GitHub! Details and instructions are on the page: 2025-dlaie-leaderboard-open.streamlit.app
DLAIE Open Leaderboard
This Leaderboard: https://2025-dlaie-leaderboard-open.streamlit.app/
2025-dlaie-leaderboard-open.streamlit.app
October 23, 2025 at 7:41 PM
Leaderboard Contest! In my Deep Learning class we ran an internal contest for the best latent flow matching generative model for MNIST digits, We're now opening that up to others to submit via GitHub! Details and instructions are on the page: 2025-dlaie-leaderboard-open.streamlit.app
Been working on a tutorial on Guidance for (latent) flow-based generative models, and happened upon a great metaphor today while taking a little "me" time. :-)
October 16, 2025 at 6:26 PM
Been working on a tutorial on Guidance for (latent) flow-based generative models, and happened upon a great metaphor today while taking a little "me" time. :-)
Claude has a "weekly limit" now? I'm already a Pro subscriber! :-/
October 15, 2025 at 6:52 PM
Claude has a "weekly limit" now? I'm already a Pro subscriber! :-/
Reposted by Scott H. Hawley
A speech about what drives me, how science and open source are bitter victories, unable to make improve the world if society does not embrace them for the better:
gael-varoquaux.info/personnal/a-...
gael-varoquaux.info/personnal/a-...
A national recognition; but science and open source are bitter victories
I have recently been awarded France’s national order of merit, for my career, in science, in open source, and around AI. The speech that I gave carries messages important to me (French below;...
gael-varoquaux.info
October 10, 2025 at 11:37 AM
A speech about what drives me, how science and open source are bitter victories, unable to make improve the world if society does not embrace them for the better:
gael-varoquaux.info/personnal/a-...
gael-varoquaux.info/personnal/a-...
Running a Leaderboard contest in my Deep Learning & AI Ethics class: combine previous lessons into a full latent flow-matching generative model (for MNIST digits). Deadline's tomorrow for students, will later release materials so others can try. 2025-dlaie-leaderboard.streamlit.app
October 11, 2025 at 2:05 PM
Running a Leaderboard contest in my Deep Learning & AI Ethics class: combine previous lessons into a full latent flow-matching generative model (for MNIST digits). Deadline's tomorrow for students, will later release materials so others can try. 2025-dlaie-leaderboard.streamlit.app
😮🤯 Stoked to see what Anika Nilles & Rush do together! 🤘
October 7, 2025 at 1:43 PM
😮🤯 Stoked to see what Anika Nilles & Rush do together! 🤘
Here's (part of) an answer for Exercise 5: namely a fully convolutional VAE with residual connections, for which the latent space is a "wee image":
gist.github.com/drscotthawle...
gist.github.com/drscotthawle...
October 3, 2025 at 4:28 AM
Here's (part of) an answer for Exercise 5: namely a fully convolutional VAE with residual connections, for which the latent space is a "wee image":
gist.github.com/drscotthawle...
gist.github.com/drscotthawle...
New lesson! "An Arsenal of AutoEncoders (AE, VAE, Conditional VAE, VQ-VAE)" Colab link:
github.com/drscotthawle...
github.com/drscotthawle...
September 25, 2025 at 9:46 PM
New lesson! "An Arsenal of AutoEncoders (AE, VAE, Conditional VAE, VQ-VAE)" Colab link:
github.com/drscotthawle...
github.com/drscotthawle...
I wonder if all the job postings requiring "publication in NeurIPS, ICLR, ICML, or similar conferences" might have anything to do with the massive glut of submissions to these venues.
September 23, 2025 at 4:05 PM
I wonder if all the job postings requiring "publication in NeurIPS, ICLR, ICML, or similar conferences" might have anything to do with the massive glut of submissions to these venues.
Reposted by Scott H. Hawley
And lastly, if @neuripsconf.bsky.social would choose to reverse the decisions on the papers affected by space constraints, we would be happy and able to accommodate their presentation
September 19, 2025 at 10:01 AM
And lastly, if @neuripsconf.bsky.social would choose to reverse the decisions on the papers affected by space constraints, we would be happy and able to accommodate their presentation
Anyone who wrote a negative review of the new Spinal Tap movie did not get the first one either.
September 13, 2025 at 3:51 AM
Anyone who wrote a negative review of the new Spinal Tap movie did not get the first one either.
PREACH IT CLAUDE!
September 9, 2025 at 4:04 AM
PREACH IT CLAUDE!
Reposted by Scott H. Hawley
The AES AIMLA 2025 conference will feature 4 keynote speakers from field leaders covering topics on ethical audio research, current trends in AI for music, fair generative AI, and commercial AI for the creative industries - see details at: aes2.org/event-extra/...
2025 AES International Conference on Artificial Intelligence and Machine Learning for Audio
The Audio Engineering Society invites audio researchers and practitioners, from academia and industry to participate in the first AES conference dedicated to artificial intelligence and machine learni...
aes2.org
August 31, 2025 at 1:38 PM
The AES AIMLA 2025 conference will feature 4 keynote speakers from field leaders covering topics on ethical audio research, current trends in AI for music, fair generative AI, and commercial AI for the creative industries - see details at: aes2.org/event-extra/...
Today I realized I can ask an LLM to generate Jupyter notebooks (w/ text & code) by having it generate Markdown with cell delimiters and then convert the file format via `jupytext`. (Apparently Cursor does this.)
Prompt: "Write a lesson comparing MLP vs CNN for MNIST classification..."
Prompt: "Write a lesson comparing MLP vs CNN for MNIST classification..."
August 31, 2025 at 4:26 PM
Today I realized I can ask an LLM to generate Jupyter notebooks (w/ text & code) by having it generate Markdown with cell delimiters and then convert the file format via `jupytext`. (Apparently Cursor does this.)
Prompt: "Write a lesson comparing MLP vs CNN for MNIST classification..."
Prompt: "Write a lesson comparing MLP vs CNN for MNIST classification..."
Exercise for the inquisitive:
"Let's switch roles. Pretend I'm the LLM and you're the user. Send me prompts and I'll try to fulfill them."
"Let's switch roles. Pretend I'm the LLM and you're the user. Send me prompts and I'll try to fulfill them."
August 30, 2025 at 4:34 PM
Exercise for the inquisitive:
"Let's switch roles. Pretend I'm the LLM and you're the user. Send me prompts and I'll try to fulfill them."
"Let's switch roles. Pretend I'm the LLM and you're the user. Send me prompts and I'll try to fulfill them."
Reposted by Scott H. Hawley
A really nice description (with code examples) of using @openacousticdevices.info AudioMoth and Raspberry Pi together for soundscape monitoring. towardsdatascience.com/audio-spectr...
August 28, 2025 at 2:37 PM
A really nice description (with code examples) of using @openacousticdevices.info AudioMoth and Raspberry Pi together for soundscape monitoring. towardsdatascience.com/audio-spectr...
I often find I can make no progress research-wise until I really, really dumb something down for myself.
Not sure if it's a curse or a blessing, but it does help when (later) teaching the topics.
Not sure if it's a curse or a blessing, but it does help when (later) teaching the topics.
August 28, 2025 at 5:08 PM
I often find I can make no progress research-wise until I really, really dumb something down for myself.
Not sure if it's a curse or a blessing, but it does help when (later) teaching the topics.
Not sure if it's a curse or a blessing, but it does help when (later) teaching the topics.
I'm now adding "wacky" hidden-text prompt injections into public-facing documents, syllabi, & more. The goal is not to break or "game" automated reviewing systems, but to help differentiate reviews performed solely by LLM from those that included human oversight.
August 13, 2025 at 10:40 PM
I'm now adding "wacky" hidden-text prompt injections into public-facing documents, syllabi, & more. The goal is not to break or "game" automated reviewing systems, but to help differentiate reviews performed solely by LLM from those that included human oversight.
"Have you tried logging out and logging back in?"
has replaced
"Have you tried turning it off & on again?"
#saas #microsoftoffice
has replaced
"Have you tried turning it off & on again?"
#saas #microsoftoffice
August 11, 2025 at 6:16 PM
"Have you tried logging out and logging back in?"
has replaced
"Have you tried turning it off & on again?"
#saas #microsoftoffice
has replaced
"Have you tried turning it off & on again?"
#saas #microsoftoffice
I learned of Afremov during the summer-2022 heyday of Stable Diffusion when freelance/hobbyist researchers shared lists of artist-prompt-style pairings. (Sadly most of the researchers' names got removed due to misdirected backlash) Cool opportunity to support artists' fam afremov.com/deal-of-the-...
July 31, 2025 at 5:55 AM
I learned of Afremov during the summer-2022 heyday of Stable Diffusion when freelance/hobbyist researchers shared lists of artist-prompt-style pairings. (Sadly most of the researchers' names got removed due to misdirected backlash) Cool opportunity to support artists' fam afremov.com/deal-of-the-...