Symmetry and Geometry in Neural Representations @neur_reps Twitter profile

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Symmetry and Geometry in Neural Representations

6 months

NeurReps is this Saturday Dec 16 in Ballroom A/B at @NeurIPSConf ! Come out for an exciting program of talks, posters, and discussions at the intersection of deep learning, higher mathematics, and computational neuroscience

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Check out ✨awesome-neural-geometry✨ - a curated selection of resources and research for those wishing to dive into this interdisciplinary area. We link our favorite 📚 math books, 📜 blogposts, 👩‍🏫online lectures, 📄 papers, and 🧠 more.

GitHub - neurreps/awesome-neural-geometry: A curated collection of resources and research related...

A curated collection of resources and research related to the geometry of representations in the brain, deep networks, and beyond - neurreps/awesome-neural-geometry

github.com

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

📣 Announcing 📣 💥 The NeurIPS 2022 Workshop on Symmetry and Geometry in Neural Representations💥 (NeurReps 😉) We're bringing a killer lineup to NeurIPS this year — spanning GDL, applied geometry, and neuroscience. See our call for papers below 👇

NeurReps Workshop

NeurIPS 2023 December 16th, 2023 New Orleans, Louisiana

www.neurreps.org

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

NeurReps is tomorrow! We start bright and early, with opening remarks at 8:15am. We'll be in rooms 283-285 for talks until 3:30pm, then transition to Ballroom A/B for the poster session Ballroom A/B is at the end of the hall on the second floor - look for our signs!

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Symmetry and Geometry in Neural Representations

@neur_reps

10 months

Announcing 📣 💥 The NeurIPS 2023 Workshop on Symmetry and Geometry in Neural Representations💥 We’re ramping up for our second NeurIPS workshop this year — spanning GDL, applied geometry, and neuroscience! See our call for papers below 👇

NeurReps Workshop

NeurIPS 2023 December 16th, 2023 New Orleans, Louisiana

www.neurreps.org

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Thank you all for making yesterday's event such a success. We heard incredible talks, participated in stimulating discussions, and saw an abundance of exciting new work

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Next up: @TacoCohen on Equivariance, Naturality, & Causality

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Symmetry and Geometry in Neural Representations

@neur_reps

1 year

It's official: NeurReps will be returning to NeurIPS for a second edition this December 🎉 We have some exciting new plans for this year's workshop - stay tuned for the updates 💥

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Irina Higgins from @DeepMind presenting her excellent work on symmetry-based representations for artificial and biological intelligence

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

NeurIPS is here! Come check out the NeurReps Workshop on Sat Dec 3, ft. invited talks by ⭐️ @TacoCohen ⭐️ Irina Higgins @DeepMind ⭐️ Bruno Olshausen @Redwood_Neuro ⭐️ @KrisTorpJensen ⭐️ @erikjbekkers ⭐️ @gkreiman + panels with @yuqirose & @manusmad 👉

NeurReps Workshop - Schedule

December 3rd, 2022 New Orleans Convention Center Talks and Panels Rooms 283 - 285 Please note that the Poster Session will be held in Ballroom A/B

www.neurreps.org

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Congratulations to Christopher Versteeg, Andrew Sedler, Jonathan McCart, and Chethan Pandarinath for winning our best paper award in the category of neuroscience and interpretability ! 🏆🧠 This award recognizes their work on dynamic models with nonlinear objective readouts 🤩

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Symmetry and Geometry in Neural Representations

@neur_reps

1 year

Last year, we started a Slack workspace to build community at the intersection of math, deep learning, + neuroscience. Today we are ~900 members strong 🦾 We have some exciting new plans in the works, including seminars, tutorials, + hackathons Join us online to take part! 🔗👇

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

NeurReps is starting today Dec 16th at 8.55 am in ballrooms A/B! Join us for a lively day of talks, panel and posters discussing symmetry and geometry in neural representations 🧠🤖

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Symmetry and Geometry in Neural Representations

@neur_reps

1 year

The proceedings of the 2022 NeurReps Workshop are now online! PMLR Volume 197: NeurIPS Workshop on Symmetry and Geometry in Neural Representations features 21 fantastic papers from our contributing authors View online here: @NeurIPSConf

Proceedings of Machine Learning Research

Proceedings of the 1st NeurIPS Workshop on Symmetry and Geometry in Neural Representations Held in New Orleans, Lousiana, USA on 03 December 2022 Published as Volume 197 by the Proceedings of Machine...

proceedings.mlr.press

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Congratulations to Marco Pegoraro, Riccardo Marin, Arianna Rampini, Simone Melzi, Luca Cosmo, and Emanuele Rodola for winning our best paper award in the category of topology and graphs ! 🍩🏆 This award recognizes their work on spectral maps for learning on subgraphs !

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

📄 All papers accepted to NeurReps this year will be eligible for publication in the 2022 Proceedings of Machine Learning (PMLR) Volume on Symmetry and Geometry in Neural Representations ✨

Proceedings of Machine Learning Research

The Proceedings of Machine Learning Research (formerly JMLR Workshop and Conference Proceedings) is a series aimed specifically at publishing machine learning research presented at workshops and...

proceedings.mlr.press

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Symmetry and Geometry in Neural Representations

@neur_reps

7 months

NeurReps is fast approaching 🚊✨ We can't wait to see everyone's presentations in NOLA All accepted papers are now live on OpenReview. Take a look around, and drop by for in-depth discussions on Dec 16th!

NeurIPS 2023 Workshop NeurReps

Welcome to the OpenReview homepage for NeurIPS 2023 Workshop NeurReps

openreview.net

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Check out the UvA course on group equivariant deep learning, lead by @erikjbekkers

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Symmetry and Geometry in Neural Representations

@neur_reps

8 months

📄 Submission decisions have been released! Congrats to all authors for the hard work and exciting research. We look forward to seeing you in New Orleans 🪅🎷🥳

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Congratulations to Hippolyte Charvin, Nicola Catenacci Volpi, and Daniel Polani for winning our best paper award in the category of algebra & geometry! 🌐🏆 This award recognizes their work on information theory-based discovery of equivariance !

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

🏆 Congratulations to Hamza Keurti and coauthors for winning the best abstract award! Check out the Homomorphism AutoEncoder paper here:

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Update to our Call for Papers: We have added an additional submission track to the workshop. Authors will have the option to submit to: 1. Proceedings (up to 9 pages) - published in PMLR 2. Extended Abstracts (up to 4 pages) See here for details:

NeurReps Workshop - Call for Papers

Call for Papers

www.neurreps.org

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Symmetry and Geometry in Neural Representations

@neur_reps

11 months

The new @unireps NeurIPS workshop will be of interest to many NeurReps attendees! Discover why, when, and how distinct learning processes yield similar representations 🧠

UniReps

@unireps

11 months

We're excited to announce the first edition of 🔵🔴 UniReps: the Workshop on Unifying Representations in Neural Models! 🧠 To be held at @NeurIPSConf 2023! SUBMISSION DEADLINE: 4 October Check out our Call for Papers, lineup of speakers and schedule at:

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

🏆 Congratulations to Noah Shutty for winning the best paper award for his outstanding work on Lie Algebraic Networks! 🌟 Paper here: @noajshu

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Symmetry and Geometry in Neural Representations

@neur_reps

1 year

We are beginning to look towards #NeurIPS2023 & we want to incorporate your ideas! For the 2023 NeurReps Workshop: 🔣 What topics do you want to see? 👩‍🏫 Who do you want to hear from? 👥 Have ideas for interactive programming? Leave comments & submit suggestions below 👇

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Symmetry and Geometry in Neural Representations

@neur_reps

9 months

📢 Last call for papers 📢 NEW DEADLINE: Friday Oct 6 23:59 AoE We are giving authors until the end of the week to submit their work Get all the info you need to submit here! 👇

NeurReps Workshop - Call for Papers

Call for Papers

www.neurreps.org

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Oumar Kaba presents his exciting work on equivariance with learned canonical mappings

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

We are delighted to welcome Professor Maron for the next contributed talk on data augmentation in deep weight spaces ! 🤖

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Next fascinating talk on how to choose a geometric algebra for equivariant transformers by @pimdehaan ! 🤖 Happening now in ballroom a/b 🎊

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Ila Fiete @FieteGroup is starting our session on latent manifolds and neural computation, with a fascinating talk on pre structured low dimensional manifolds for rapid and efficient learning, memory and inference in the brain. Join us right now in ballroom a/b !

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Last session of the day on natural priors in deep learning ! We are delighted to welcome Sekou-Oumar Kaba to talk about symmetry breaking and equivariant neural networks 🌐🤖

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Exceptional talk by an exceptional speaker starting now in ballroom a/b! We are honored to welcome Max Welling to talk about Traveling NeurReps in Brains and Machines! 🧠🤖

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Fascinating talk by @HajijMustafa starting now, introducing the growing field of topological deep learning ! 🍩🤖

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Symmetry and Geometry in Neural Representations

@neur_reps

9 months

⏳ Just 4 more days to the NeurReps deadline: Oct 04 AOE We welcome submissions that incorporate algebra / geometry / topology into the: - design of deep learning architectures - analysis of neural data - neural network interpretability - theories of neural computation + more!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

👩‍💻 Call for Reviewers 📄 Seeking additional volunteers with expertise in Geometric ML to review for the NeurReps Workshop. The review period is 9/26 - 10/11, and reviewers will be assigned no more than 3 papers/abstracts. Reach out to organizers @neurreps .org if interested!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Shout out to the organizers, who put an incredible amount of effort into getting this first-year workshop off the ground: @naturecomputes @cashewmake2 @simoneazeglio @ari_dibe @ninamiolane

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Next: Exciting talk by Davis Brown on internal representations of vision models through the lens of frames on data manifolds ! 🌐

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Starting now in ballroom a/b : our panel on the role of world models in intelligence ! Moderated by Sophia Sanborn, with panelists : Alexander Ecker, Mustafa Hajij, Ila Fiete, and Max Welling!

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Symmetry and Geometry in Neural Representations

@neur_reps

9 months

📢 Deadline extension The NeurReps submission deadline has been extended to October 4th AOE. If you're working in geometric deep learning, topological data analysis, applied geometry, computational neuroscience, or somewhere in the intersection, send us your work!

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Symmetry and Geometry in Neural Representations

@neur_reps

1 year

If you are in the Amsterdam area, be sure to check out the SIAM Computational Sciences and Engineering Minisymposium on Geometry and Shape Analysis for Neuroscience, with an exciting lineup of speakers at the intersection of applied mathematics, machine learning, and neuroscience

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Symmetry and Geometry in Neural Representations

@neur_reps

1 year

Look out for @TAGinDS at @CVPR : TAG-PRA! This workshop is fantastic venue for ML research using Topology, Algebra, or Geometry, with a focus on Pattern Recognition Applications. Submission deadline February 28th, AOE 🚀

TAGinDS

@TAGinDS

1 year

We are thrilled to announce that @TAGinDS will have its next workshop at @CVPR ! #TAGPRA will center on the use of Topology, Algebra, and Geometry for Pattern Recognition with Applications! Stay tuned and looking forward to your submissions!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Join our Slack Workspace! We're building a new community at the intersection of applied geometry, deep learning, and neuroscience -- with channels for discussion, jobs, and events, in addition to the latest on the NeurIPS workshop. Click here to join:

Join Symmetry and Geometry in Neural Representations on Slack - Community Inviter

Join Symmetry and Geometry in Neural Representations on Slack. Powered by Community Inviter. You will get an invitation soon. Check your inbox.

communityinviter.com

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

The NeurReps poster session is now in Ballroom A/B from 3:30-5:00pm! We have 60+ awesome posters on geometry, deep learning, neuroscience, and everything in between.

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Our final talk of the day is @erikjbekkers on the intriguing concept of neural ideograms

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Symmetry and Geometry in Neural Representations

@neur_reps

7 months

⭐️ The NeurReps Travel Award grants complimentary registration to both the main conference and workshops ⭐️ Junior workshop authors, apply here by December 1st 👇

Apply for the NeurReps Travel Award

In an effort to make NeurReps as accessible as possible, we are able to award complimentary registration to one of our junior authors. If you would like to be considered for this travel award, please...

docs.google.com

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

We were too absorbed in their excellent talks to remember to take a photo. We also had a lightning talk from Matthew Farrell on the capacity of group-invariant linear readouts from equivariant representations

Capacity of Group-invariant Linear Readouts from Equivariant...

We compute the expressivity of deep neural networks under the geometric constraint of equivariance

openreview.net

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Next up: Gabriel Kreiman discussing the robustness of representations in artificial and biological networks

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Category theory at NeurReps via @TacoCohen #CatsforAI

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

How do we estimate neural dynamics from data? The contributed talks session has started in ballroom a/b!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Federico Barbero presents on Sheaf Attention Networks 🌾

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Up next: we are delighted to have a contributed talk about complex networks dynamics of an in vitro neuronal system during rest and game play! 🧠 @NeurIPSConf

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

An exceptional speaker kicking off our session on structured visual representations in brain and machines : Doris Tsao presenting « From Local Diffeomorphism Detection to Symbolic Representation ». Join us in ballroom a/b!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

@ninamiolane moderates our panel on geometric and topological principles for machine learning, with Irina Higgins, @TacoCohen , @yuqirose , @erikjbekkers

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

⏳Just two weeks to the paper / abstract deadline! We look forward to seeing exciting contributions. Handy links below 👇 Deadline: September 22, 2022 11:59 PM PT CFP: Template: OpenReview:

NeurIPS 2022 Workshop NeurReps

Welcome to the OpenReview homepage for NeurIPS 2022 Workshop NeurReps

openreview.net

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

✨ We just hit 300 members! Come join the conversation on the NeurReps Slack workspace 👇

Join Symmetry and Geometry in Neural Representations on Slack - Community Inviter

Join Symmetry and Geometry in Neural Representations on Slack. Powered by Community Inviter. You will get an invitation soon. Check your inbox.

communityinviter.com

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Our first contributed spotlight talk: John Vastola on information geometry in population codes @johnjvastola

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Symmetry and Geometry in Neural Representations

@neur_reps

1 year

Topology, Algebra, and Geometry are coming to ICML Hawaii. Get your submissions in by May 8 AOE. Details below 👇

Sophia Sanborn

@naturecomputes

1 year

⏰ Just two weeks to the deadline for the ICML Workshop on Topology, Algebra, and Geometry in ML! 🗓️ Deadline: May 8 AOE 🔗 Click here for submission instructions and more details 🧑‍🏫 We look forward to seeing your work!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

In our second spotlight talk, Noah Shutty presents on Lie Algebraic Networks

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Next, we are thrilled to have a talk by Sho Sonoda on how joint group invariant functions on data-parameter domain induce universal neural networks ! 🌐🤖

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

An exciting contributed talk by Irene Cannistraci is happening now in ballroom a/b: From bricks to bridges: Product of invariances to enhance latent space communication!

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Up next in our session on emerging topics in topology, algebra and geometry for ML: Join us in ballroom a/b for an excellent contributed talk by Marco Pegoraro on spectral maps for learning on subgraphs 🤖

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

In addition, ten of the top-rated submissions were selected for oral presentations (spotlight or lightning talks). Special congratulations to these authors for their exceptional work! 🌟

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

We look forward to supporting this virtuous cycle between geometric deep learning and computational neuroscience

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

We are delighted to have a fascinating talk by James Mochizuki-Freeman about the geometry of abstract learned knowledge in deep RL agents 🌐🤖!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

We look forward to seeing you all next year. Stay tuned for a few releases: 🌟Recordings of the event on YouTube 🌟PMLR Volume 197: Symmetry and Geometry in Neural Representations 🌟A possible monthly lecture series? Join us on Slack to stay connected:

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

A map of our whereabouts, for your convenience.

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

⏳ 3 days to the submission deadline: September 22nd 11:59 PM Pacific Time. Make sure to get your extended abstracts and papers uploaded to OpenReview and don't hesitate to reach out with any questions at organizers @neurreps .org

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Last talk of the day, but not least! We are excited to host Hippolyte Charvin for a fascinating talk titled « Towards information theory-based discovery of equivariances » ! 🌐🤖

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Good news for authors: We're extending our submission deadline to the end of the weekend - Sunday September 25th at 11:59pm PT. All submissions may be revised up to the new deadline. Best of luck to everyone!

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Symmetry and Geometry in Neural Representations

@neur_reps

1 year

If you have expertise at the intersection of topology, geometry, and/or algebra and computer vision, please consider reviewing for the TAG-PRA workshop at @CVPR ! Your contributions will be a big help to the community. 📝👩‍💻

TAGinDS

@TAGinDS

1 year

🚨 Looking for workshop reviewers🚨 We are still looking for additional reviewers for TAG-PRA @CVPR ! If you can volunteer to review, please let us know by filling out the short form or by reaching out to us at info @tagds .com ‼️

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Immense gratitude to our program committee for volunteering their time and brainpower to provide high-quality reviews to the authors. This event would not have been possible without you

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Simone Azeglio concludes the day with closing remarks! Thanks to the authors, the speakers, the reviewers, and the committee members for your contributions to the workshop. We are starting the poster session now and until 5.30 pm in ballroom a/b, before a social at The Den!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

📄 CFP 📄 We seek papers at the intersection of 🧠 neuroscience, 🤖 geometric deep learning, and 🌐 geometric statistics that incorporate symmetry, geometry, or topology into: - The design of neural networks - The analysis of neural data - Theories of neural computation

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

If you're interested in participating in this community beyond NeurIPS, join our Slack channel and contribute to our Github repository 🚀

GitHub - neurreps/awesome-neural-geometry: A curated collection of resources and research related...

A curated collection of resources and research related to the geometry of representations in the brain, deep networks, and beyond - neurreps/awesome-neural-geometry

github.com

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

Up next in our session on structured visual representations in brains and machines, we are honored to welcome Professor Ecker - talking about how rotation-equivariant predictive modeling reveals the functional organization of primary visual cortex ! 🧠👁️

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Symmetry and Geometry in Neural Representations

@neur_reps

1 year

Join Symmetry and Geometry in Neural Representations on Slack - Community Inviter

Join Symmetry and Geometry in Neural Representations on Slack. Powered by Community Inviter. You will get an invitation soon. Check your inbox.

communityinviter.com

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Symmetry and Geometry in Neural Representations

@neur_reps

1 year

📫 Suggestion box:

NeurReps 2023 Suggestions

We are collecting feedback and suggestions to incorporate into the structure of this year's proposed workshop. The purpose of this workshop is to serve the community, and we want to continue to...

docs.google.com

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

⏰ The submission deadline is tonight at 11:59pm Pacific Time. Good luck all!

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Symmetry and Geometry in Neural Representations

@neur_reps

6 months

@cashewmake2 is kicking off our workshop with opening remarks! Happening now in ballroom a/b 🎊

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Symmetry and Geometry in Neural Representations

@neur_reps

9 months

⏰ ⏰ ⏰ Today's the day! The NeurReps deadline is today: October 4 23:59 AoE We wish you the best of luck in the last stages of submission, and look forward to seeing your work 📄✨

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Seeking: More reviewers!🌟 The number of submissions we've received has surpassed our expectations. We see many fantastic contributions and are excited to read them all. Thank you to the many volunteers who have already reached out!

Symmetry and Geometry in Neural Representations

@neur_reps

2 years

👩‍💻 Call for Reviewers 📄 Seeking additional volunteers with expertise in Geometric ML to review for the NeurReps Workshop. The review period is 9/26 - 10/11, and reviewers will be assigned no more than 3 papers/abstracts. Reach out to organizers @neurreps .org if interested!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Hamza Keurti presents on the Homomorphism AutoEncoder

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Shout out to Kristian Sebek from @SlidesLive for doing an exceptional job with A/V! All of the talks went off without a hitch 🌟

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

This workshop would not have been possible without the help of the 95 dedicated reviewers who together submitted 267 high-quality reviews. Immense thanks to the reviewers for their important and thoughtful feedback on the authors' work

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Organizers: @naturecomputes @cashewmake2 @simoneazeglio @ari_dibe @ninamiolane Follow us for the latest updates!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

@SharvVadgama presents beautiful work on Kendall Shape VAEs

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

The submission deadline is 5 weeks away 🗓️ Help us gauge our reviewing needs! If you are planning to submit to the NeurReps Workshop, please fill out the anonymous poll below. I am planning to submit:

An extended abstract

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A proceedings paper

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👀

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

And from Henry Kvinge on training neural networks with topological features

Do Neural Networks Trained with Topological Features Learn...

We explore what neural similarity metric can tell us about how models trained on topological and non-topological features differ.

openreview.net

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

The workshop will also feature 65 submitted works -- 40 extended abstracts and 25 proceedings papers -- which will be presented as posters in the workshop. All papers can be found on OpenReview:

NeurIPS 2022 Workshop NeurReps

Welcome to the OpenReview homepage for NeurIPS 2022 Workshop NeurReps

openreview.net

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Symmetry and Geometry in Neural Representations

@neur_reps

10 months

The following themes are particularly relevant: - Learning invariant and equivariant representations - Stat learning theory + topology, geometry, & symmetry - Representational geometry in neural data - Equivariant world models for robotics

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Thank you to our authors, presenters, and panelists for sharing their work and delivering such high-quality presentations. We look forward to watching this exciting body of work continue to develop

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Kristopher Jensen with an impressive live demonstration identifying latent non-Euclidean structure in neural data with generative models 🔥 @KrisTorpJensen

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Symmetry and Geometry in Neural Representations

@neur_reps

10 months

📄 CFP 📄 We seek papers at the intersection of 🧠 neuroscience, 🤖 geometric deep learning, and 🌐 geometric statistics that incorporate symmetry, geometry, or topology into: The design and analysis of neural networks The analysis of neural data Theories of neural computation

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Symmetry and Geometry in Neural Representations

@neur_reps

10 months

We hope to see theoretical contributions and applied results in domains like vision, motor control, navigation, and language and creative use of mathematical objects---quotient spaces, fiber bundles, Lie groups, Riemannian manifolds, graphs, topological domains, and group reps.

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Symmetry and Geometry in Neural Representations

@neur_reps

10 months

- Topological deep learning and topological data analysis - Geometric structure in language - Geometry & topology + generative models - Symmetries in dynamical systems

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

The following themes are particularly relevant: - Group-invariance and equivariance - Manifold learning - Disentangled representations - Estimation on manifolds and Lie groups

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Symmetry and Geometry in Neural Representations

@neur_reps

10 months

Organizers: @naturecomputes @cashewmake2 @simoneazeglio @ari_dibe @ninamiolane Follow us for the latest updates!

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

Thankfully the authors are much better at research than we are at photography

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Symmetry and Geometry in Neural Representations

@neur_reps

9 months

#NeurIPS2023 @NeurIPSConf

NeurReps Workshop

NeurIPS 2023 December 16th, 2023 New Orleans, Louisiana

www.neurreps.org

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Symmetry and Geometry in Neural Representations

@neur_reps

2 years

We hope to see both theoretical contributions and applied results incorporating diverse mathematical objects such as quotient spaces, fiber bundles, Lie groups, Riemannian manifolds, graphs, and group representations.

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