@guymoss13

Machine Learning + Glaciology. PhD student @mackelab, @uni_tue.

Joined December 2021
  • Tweets33
  • Following78
  • Followers64
6Media
🙏 Please help us improve the SBI toolbox! 🙏 In preparation for the SBI Hackathon, we’re running a user study to learn what we can improve and how we can grow. 👉 Please share your thoughts here: forms.gle/foHK7myV2oaK1NU57 Your input will make a big difference—thank you! 🙌

SBI User Study

Dear SBI User, We're committed to making the SBI toolbox the best possible tool for your simulation-based inference needs. To achieve this, we're seeking your feedback on the SBI toolbox. We are...

docs.google.com
4
4
632
Julius Vetter (on Bluesky) and I are excited to present our work at #Neurips2024! We present Sourcerer: a maximum-entropy, sample-based solution to source distribution estimation. Paper: openreview.net/forum?id=0cgD… Code: github.com/mackelab/sourcere… (1/8)
1
2
1
8
1,902
more replies
We apply Sourcerer to a real dataset of single-neuron recordings and the Hodgkin-Huxley model. This model is misspecified and highly nonlinear. Still, Sourcerer estimates source distributions that accurately reproduce the dataset, again achieving higher entropy “for free”! (7/8)
1
73
Interested to learn more? Come visit our poster at #Neurips2024, or simply get in touch! Huge thanks again to Juius Vetter, @CorSchroeder @_rdgao , and @jakhmack (8/8)
2
103
Thrilled to announce we have three #NeurIPS2024 papers! Interested in simulating realistic neural data with diffusion models or recurrent neural networks, or in source distribution sorcery? Have a look 👇 1/4
6
6
1
28
3,171
We introduce a new maximum-entropy, sample-based approach to solve the source distribution estimation problem. Poster #4006 (East; Fri 13 Dec 11:00 PT). By Julius Vetter, @guymoss13, ➡️openreview.net/forum?id=0cgD… 4/4
2
5
412
The sbi package is growing into a community project 🌎 To reflect this and the algorithms, neural nets, and diagnostics that have been added since its initial release, we have written a new software paper. Reach out if you want to get involved: arxiv.org/abs/2411.17337

sbi reloaded: a toolkit for simulation-based inference workflows

Scientists and engineers use simulators to model empirically observed phenomena. However, tuning the parameters of a simulator to ensure its outputs match observed data presents a significant...

arxiv.org
1
11
2
32
3,939
A propos: Inspired to do a PhD or Postdoc in #ML4Science/#AI4Science? We have multiple openings to work ML and AI tools for scientific discovery, in neuroscience and beyond! Full details: mackelab.org/media/Ad_Mackel… Students: Apply by Nov 15, directly to IMPRS-IS or @ELLISforEurope
Intelligent Systems@MPI_IS24 Sep 2024
Researching #AI #MachineLearning #Robotics #HCI? Join our elite doctoral program - a partnership with MPI-IS, @uni_stuttgart & @uni_tue! Applications accepted until Nov 15, 2024 at imprs.is.mpg.de/application
1
9
4
37
44,732
I hacked together a semantic search engine for ICLR 2025 paper submissions! 🔍📄 Uses OpenAI embeddings and BM25 reranking. Anecdotally, it feels much more useful than the OpenReview search button! Try it out now: iclr-search.jkapoor.me (Fun fact, I did not write a single line of non-python code. @cursor_ai is insanely powerful🧠)
3
24
2,554
We’re at Bernstein Conference next week with lots of new work to share: 10 posters, 1 workshop talk, and don’t miss @jakhmack’s invited talk on Wednesday! If you’re excited about machine learning for (neuro)science, come chat with us—we’re hiring PhD students & postdocs!
1
7
1
19
3,774
We’re stoked to share: “A Practical Guide to Sample-based Statistical Distances for Evaluating Generative Models in Science”. Now out in TMLR: openreview.net/forum?id=isEF… This was an incredibly special project for us, as it involved the **entire** lab getting together!
3
52
3
214
23,347
Puh, we have been preparing the new release of the sbi toolbox for quite a while now, and I am really glad to see it out now! Have a look, there are a lot of cool new features! 🚀
sbi developers@sbi_devs29 Aug 2024
We just released a new version of `sbi`, and this one has _a ton_ of new features! Many of these features are thanks to more than 30 (mostly new) contributors. We are very excited about the growing community and the new release! 🧵 1/8
4
1
31
1,633
We just released a new version of `sbi`, and this one has _a ton_ of new features! Many of these features are thanks to more than 30 (mostly new) contributors. We are very excited about the growing community and the new release! 🧵 1/8
1
20
9
49
15,958
We’re excited to share that the SBI package is now officially @NumFOCUS affiliated and growing into a community project. A lot of upcoming release originated from a hackathon earlier this year, and there are more events planned soon. Stay tuned for details! #opensource #hackathon
7
2
24
1,986
Guy Moss retweeted
Max Eggl@maxeggl15 Apr 2024
Just came from organising the the bio-inspired deep learning workshop with @BernaezLaura and lead by @ppjgoncalves. It was an absolutely fantastic experience and with great projects that I hope will lead to further collaboration.
4
6
1,438
Load more