LoG is a new annual research conference that covers areas broadly related to machine learning on graphs and geometry, with a special focus on review quality.
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📢 Call for Reviewers – LoG 2026
Help shape the next edition of LoG by reviewing submissions at the intersection of graphs, machine learning, and real-world applications.
Top reviewers will receive monetary rewards.
🔗 logconference.org/call-for-r…
#LoG2026
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Here it is: the first Learning on Graphs Conference! 🎊
We think this new venue will be valuable for the Graph/Geometric Machine Learning community.
What makes it so important+unique? See our blog post!
michael-bronstein.medium.com…
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🤖 Registrations are now open for the first Learning on Graphs Conference.
LoG is virtual from 9th - 12th December 2022 and completely FREE to attend!
Sign up now for the latest research and applications in machine learning for graphs and geometry:
eventbrite.com/e/learning-on…
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Welcome back! After a very successful first edition in 2022, we are thrilled to announce the second venue of the Learning on Graphs Conference!
📆27 - 30 November 2023
💻Virtual & free-to-attend
🤗Stronger emphasis on local meetups around the world
logconference.org/
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All keynotes, talks, and tutorials from the first Learning on Graphs Conference are now public on our YouTube channel!
🌟 piped.video/@learningongraph… 🌟
Thank you to all the presenters and participants for your infectious enthusiasm!
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You can now submit your papers (both full 9-page PMLR proceedings submissions and 4-page extended abstracts) on @openreviewnet!
Read all about the LaTeX template etc. in our call for papers: logconference.org/cfp/
The abstract deadline is Sep 9th - that is in 31 days!
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We are super excited to announce keynote speakers for the inaugural Learning on Graphs Conference: @marinkazitnik @SoledadVillar5 @guennemann @TacoCohen
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LoG 2023 is less than one month away, and we're super excited to hear from our keynote speakers, @loukasa_tweet @jure @KyleCranmer and Stefanie Jagelka!
logconference.github.io/
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LoG Conference 2024 is back !!!👉 We are looking for more reviewers! We have a special emphasis on review quality via monetary rewards, a more focused conference topic, and low reviewer load (max 3 papers). But for this we need your help! Sign up here: forms.gle/Nuff4ndVZDFTisb38!
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Excited to announce our call for tutorials! We welcome virtual proposals from areas broadly related to learning on graphs and geometry.
Deadline: October 10 AoE!
Details: logconference.org/tutorials/
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The paper decisions for @LogConference are out!
openreview.net/group?id=logc…
A huge thanks to our fantastic reviewers, area/program chairs. (best reviewers with prize money will be chosen soon)
Do not forget to register for the online conference (Dec 9th-12th) for FREE! 👇
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We are the first Learning on Graphs conference that is free to access for all. To make our conference successful, we are actively looking for generous sponsors! If you are interested, please reach out to us at logconference@googlegroups.com for more details!
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LoG is happening tomorrow!
Highlights of the program:
🎤Exciting keynotes from @jure, @andreasloudaros, Stefanie Jegelka, @KyleCranmer, @ktschuett
🌟 12 orals
💻 Tutorials on scalability & recommendation
🤗 poster sessions & networking
Join now via logconference.org/
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We are looking for reviewers from the graph and geometric machine learning community!
Sign up here: forms.gle/QFQmCSRN3zwFw9hz9.
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Final proceedings from the inaugural edition of the Learning on Graphs Conference are now available on PMLR!
Our sincere gratitude to the program committee, authors, supporters, and research community for making LoG possible 🤗
📖: proceedings.mlr.press/v198/
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✨Announcing 5 incredible tutorials at @LogConference 2024:
1. Geometric Generative Models by @bose_joey, @AlexanderTong7, @helibenhamu
2. Neural Algorithmic Reasoning II: from Graphs to Language by @PetarV_93, Olga Kozlova, @fedzbar, Larisa Markeeva, Alex Vitvitskyi, @_wilcoln
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🚀 Great news! The @LogConference 2023 proceedings are now available on PMLR: proceedings.mlr.press/v231/ — thanks to the entire community!
We also have some exciting updates about the next edition of LoG, coming soon... ⌛️
ALT Screenshot of the proceedings page for LoG 2023. The page reads "PMLR Proceedings of Machine Learning Research Volume 231: Learning on Graphs Conference, 27-30, November 2023, Virtual Editors: Soledad Villar, Benjamin Chamberlain."
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Thank you @jure for an inspiring keynote and for engaging with all the questions from the community!
Its exciting to hear about a new field being born
** Relational Deep Learning **
RelBench: relbench.stanford.edu/
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The abstract submission deadline of the #LoG conference is extended to August 18th AoE!
Known for high-quality reviews :)
logconference.org/cfp/
There is a nonarchival 5-page track as well.
Thanks for the feedback about the gap between abstract and paper submission deadlines!
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LaTeX style files for LoG 2022 are now available 📝
Abstract deadline: 9th September, 2022 - 38 days to go!
CFP has all the details: logconference.org/cfp/
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THANK YOU VERY MUCH, to each and every one of you, for your enthusiastic participation at the second Learning on Graphs conference!
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What's really exciting about LoG 2023 is that it will be a 'distributed' conference.
There are 10 local meetups happening across 🇺🇸🇩🇪🇳🇱🇨🇳🇨🇭🇮🇹🇳🇴🇫🇷🇪🇸 at the same time as the conference!
Sign up for one happening near you!
logconference.org/#meetups
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And the first Learning on Graphs Conference is coming to an end.
Our closing remarks are starting now -- join us to hear a summary and see who won the best paper awards! Thank you for your continued support so far!
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✨EXCITING NEWS! Registration for the 3rd Learning on Graphs conference is now open 😊
It is virtual, free to attend, livestreamed, and recorded 📹 Sign up today!
forms.gle/eYiDCopJGUc8pxgX8
ALT Screen capture of LoG website. The conference is Nov 26-29, 2024. See our website for more details: https://logconference.org/.
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The new LoG conference is looking for more reviewers! We have a special emphasis on review quality via high monetary rewards, a more focused conference topic, and low reviewer load (max 3 papers). But for this we need your help! Sign up here: forms.gle/QFQmCSRN3zwFw9hz9
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We have a wonderful lineup of EIGHT tutorials this year! 🎉 Be sure to check them out on Dec 10 and 11! You must be registered in the main LoG conference to participate.
For more information: logconference.org/schedule-t…
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Congratulations to our top 20 reviewers for LoG! Thank you for your service to the community!
List below 👇
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Prof. Stephan Günnemann @guennemann is now giving his keynote:
Graph Neural Networks for Molecular Systems
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Our aims for the Learning on Graphs conference:
💡 Ideas: latest advances in graph and geometric ML.
👥 Community: truly accessible-to-all, inclusive, free-to-attend, and virtual conference.
📝 Review Quality: monetary rewards and accountability to incentivise review quality.
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In collaboration with @TmlrOrg, we're excited to announce the new Journal Track for LoG 2024.
Super simple submission process for your awesome TMLR graph ML and geometric DL papers, due by 26 October 2024.
All details 👇
logconference.org/cfp/#tmlr-…
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The registration form for the second Learning on Graphs conference is available:
forms.gle/AHS6pXBB9npHj6FN7
The conference is fully free, virtual and livestreamed (recordings will be available after the conference).
Mark your calendar Nov 27-30th to join us!
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LoG 2023 decisions are now out — sorry for the delay to all those who were waiting.
We’re excited to hear all about your work!
openreview.net/group?id=logc…
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Graph and Geometric machine learning researchers in Cambridge, UK 🇬🇧 and nearby:
Register your interest for the LoG local meet-up at Cambridge and mingle with the ever-expanding and excellent local community here!
forms.gle/gZspCDH4CU1DFQLc7
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We have received nearly 2000 registrations by now! Another 4 days to go, please register if you haven't eventbrite.com/e/learning-on…
Looking forward to seeing you soon!
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Abstract submissions for LoG 2023 open in ~30 days, and OpenReview goes live on July 12th!
There's still a chance to sign up as a reviewer:
logconference.org/call-for-r…
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🎉 LoG 2024 has officially concluded!
🙏A heartfelt THANK YOU to everyone—speakers, attendees, authors, reviewers, local meetup organizers, and everyone who contributed their time and expertise.
📅 See you in-person at LoG 2025!
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All the keynotes, opening remarks and oral presentations from Day 1 are already available on YouTube!
piped.video/live/jyKwk6b_cls…
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We’d like to thank our amazing international group of world-class advisors: @BarzilayRegina @xbresson @mmbronstein @guennemann @StefanieJegelka @jure @pl219_Cambridge @tangjianpku @jietang @PetarV_93 @SoledadVillar5 @marinkazitnik
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🤗 We are floored by over 600 (!!!) unique participants who tuned in to watch LoG 2022 on zoom/youtube, and the 200 or so who engaged with the excellent authors in GatherTown! Thank you for your support!
What an exciting day 1!
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Here are the top 10 reviewers for LoG 2023, as chosen by the community! Congratulations to everyone, and thank you for your contribution to LoG! 🤗
@DobrikG @MoreheadAlex @Francesco_dgv @luoyunan @RishiSonthalia @gbouritsas @arjunsubgraph J. Nastos C. Bravo-Hermdorff, R. Abboud
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✨EXCITING NEWS! Registration for the 3rd Learning on Graphs conference is now open 📷 It is virtual, free to attend, livestreamed, and recorded 📷forms.gle/eYiDCopJGUc8pxgX8
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🤗 Graph and Geometric ML community - LoG is looking for local meetup organisers!
All details in the form: forms.gle/pkZ19AhsmpTBDwYU8
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Less than 24h left before the abstract submission deadline of LoG 2023!
Submit here: logconference.org/
And in case anyone needs an Anywhere on Earth clock :) time.is/Anywhere_on_Earth
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ICYMI - Today is the final day to a submit your proposal to present a tutorial at LoG!
We are looking for hands-on training in cutting-edge graph and geometric ML tools. More details in our call: logconference.org/tutorials/
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✨ Each week, we want to highlight @LogConference papers!
Check out "On Performance Discrepancies Across Local Homophily Levels in Graph Neural Networks" by Donald Loveland, @jiong971, @lastgoodcaesar, Benjamin Fish, Michael T. Schaub, & @danaikoutra! proceedings.mlr.press/v231/l…
ALT Screen capture of title, authors, and abstract of paper linked in tweet.
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🌐 For this year’s edition, we are working on the organisation of local meetups across the globe during conference dates. The objective: bring the local community closer together and foster the exchange of ideas. For now, there are 13 candidate meet-ups locations (see list).
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We are happy to announce that both Smita Krishnaswamy and Guy Wolf will be our PCs for LoG 2024🎉
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6️⃣ days to go to register your title+abstract for the first Learning on Graphs conference!
Something unique to LoG is our emphasis on review quality - we aim to bring together experts in ML for graphs and geometry.
logconference.org/cfp/
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🚀Happening right now: the first tutorial sessions for the first LoG!
We have an exciting lineup of 5 tutorials today, ranging from new theory and methodology to applications and scalability! Something for everyone!
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@jure is talking about something that he has been working on for 2 years very quietly, and its so exciting that he is announcing it to the world at LoG!
Tune in now!
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Exciting news!The @LogConference, the leading conference dedicated to graph machine learning, is happening!
Submission deadline:September 11th,2024
Final decision:November 13th,2024
Don't miss out on this opportunity!More details at logconference.org/cfp/#LoG20… #GraphML #CallForPapers
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A recap of our 14(!) LoG2024 Meetups:
🇺🇸 Stanford
🇳🇱 Amsterdam
🇬🇧 Oxford
🇺🇸 New York
🇮🇳 New Delhi
🇨🇦 Vancouver
🇺🇸 Phoenix
🇩🇪 Aachen
🇳🇴 Tromsø
🇫🇷 Paris
🇨🇳 Kunshan
🇮🇱 Tel Aviv
🇮🇹 Siena
🇸🇪 Uppsala
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1. 🇺🇸Stanford, USA
2. 🇩🇪Munich, Germany
3. 🇳🇱Amsterdam, Netherlands
4. 🇨🇳Shanghai, China
5. 🇨🇭Lausanne, Switzerland
6. 🇫🇷Paris, France
7. 🇳🇴Tromso, Norway
8. 🇺🇸Michigan, USA
9. 🇪🇸Madrid, Spain
10. 🇨🇳Beijing, China
11. 🇮🇹Trento, Italy
12. 🇺🇸New York, US
13. 🇬🇧London, UK
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A little over 1 hour to go to dot the final 'i's and cross the final 't's and send in your paper to LoG!
openreview.net/group?id=logc…
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⏰ Tutorial "Neural Algorithmic Reasoning II: From Graphs to Language" starting soon!
🚀 Organizers: Petar Veličković, Olga Kozlova, Federico Barbero, Larisa Markeeva, Alex Vitvitskyi, Wilfried Bounsi
🏠Website: algo-reasoning.github.io/
📍 Join us on Zoom, YouTube, or Slack!
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Each week, we want to highlight @LogConference papers!
✨Check out "Influence-Based Mini-Batching for Graph Neural Networks" by @gasteigerjo @ChendiQian
and @guennemann! proceedings.mlr.press/v198/g…
You can sample nodes for scalable GNN training. But how do you do scalable inference?
In our latest paper (Oral @LogConference) we introduce influence-based mini-batching (IBMB) for both fast inference and training, achieving up to 130x and 17x speedups, respectively!
1/8 in 🧵
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🏆 Best Paper Award & Honorable Mention 🏆
Congratulations to our outstanding authors for their exceptional contributions to LoG 2024! 🎉
📜 Your work inspires the entire graph and geometric ML community!
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🚨 6 hours to go until kickoff!
...for the first LoG conference, which aims to be a celebration of graph and geometic ML like the World Cup is of football ⚽
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✨ Top Reviewers of LoG 2024 ✨
Thank you to our incredible reviewers who went above and beyond to provide thoughtful and constructive feedback! 🙏
👏 Your efforts are the backbone of LoG’s success!
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Mark your calendars -- LoG 2023 is just 10 days away!
Schedule available here: logconference.org/
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Abstracts for both the Proceedings (9 pg) and Extended Abstract (4 pg) tracks are due on 9th September.
Looking forward to your new graph and geometry ML paper -- 9 days to go!
Register your titles+abstracts via OpenReview. All details in the CFP 👉 logconference.org/cfp/
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We are actively looking for sponsors for LoG'23
logconference.org/sponsors/
🤗95% of the sponsorship goes back to the community towards paying our top reviewers -- we think this initiative helped elevate the review quality in graph ML last year based on positive community feedback!
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Our new call for #LoG2024 local meetups is out! This "network" of local mini-conferences aims to bring together attendees belonging to the same geographic area, fostering discussions and collaborations.If you are interested in hosting one, please read this logconference.org/call-for-m…
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@TacoCohen is talking about how we can go from Equivariance and Geometric Deep Learning, to Naturality and Category Theory! Join us!
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Each week, we want to highlight @LogConference papers!
✨Check out "Representation Learning on Biomolecular Structures Using Equivariant Graph Attention" by @tuanle618 , @FrankNoeBerlin , and Djork-Arné Clevert!
proceedings.mlr.press/v198/l…
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The second edition of Learning on Graphs conference starts tomorrow!
LoG 2023 is virtual and free to attend.
Join our Slack to stay up to date and get the zoom/youtube link: join.slack.com/t/logconferen…
logconference.org/#schedule
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Welcome to Day 2 of the Learning on Graphs Conference!
We kick off with Dr. Taco Cohen's @TacoCohen exciting keynote into the future of causal representation learning through the lens of category theory.
😺 "Categories and Causality" 🧱
logconference.org/#keynotes
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🌟🌟🌟🌟🌟 We are excited to announce the list of oral presentations at LoG 2022: logconference.org/schedule-o…
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We are excited to announce our call for local meetups! These in-person social events aim to bring together attendees belonging to the same geographic area.
For more details, please read logconference.org/call-for-m…. We are looking for organisers !
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During the @LogConference from Dec 9th to Dec 12th we will be communicating and discussing via Slack.
Join our Slack here to chat with all the other amazing researchers attending the conference and e.g. our keynote speakers: join.slack.com/t/logconferen…
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👉LoG reviewers - note that your expert and constructive reviews are due very soon - Saturday, 22 October!
Review quality is our highest priority for LoG - let us make it a reality. Refer to our guidelines for help: logconference.org/reviews/
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LoG 2022 has a super exciting lineup of posters spanning new theory, efficient methodology, and real-world applications of Graph Neural Networks and Geometric ML!
See you in GatherTown on 9th and 12th December:
logconference.org/schedule-p…
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🌟 Top Area Chairs & Honorable Mentions 🌟
A big shoutout to the amazing ACs who ensured high-quality reviews and discussions! 🙌
👏 Thank you for your dedication to the LoG 2024 community!
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LoG would not be possible without the support of our generous sponsors - thank you very much!
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3. Graph Deep Learning for Time Series Processing: Forecasting, Reconstruction, and Analysis by @andreacini1994, @IvanMarisca, @dan_zambon
4. Integrating Knowledge Graphs and Large Language Models for Advancing Scientific Research by @qzhang_cs, @ChenJiaoyan1, @mengzaiqiao
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🚨 Only 2 weeks left! 🚨 Don't miss your chance to submit to the LoG conference. Share your research and innovations in graph.📚Submit your work by September 4th (abstract ddl). More details at logconference.org/cfp/ #LoG2024 #MachineLearning #AIResearch
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LoG first announced local meetup at Bay Area California, if you are working on graphs and nearby, sign up and hang out with graph folks!
We are hosting a @LogConference bay area local meetup! Come to Stanford to learn about exciting new research in LOG and hang out with graph ML folks! Register here: tinyurl.com/log-bayarea
with @jure @MinkaiX @kaidicao Lata Nair
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"🚨 Reviewing for graph learning papers has officially begun! 🚨 A reminder to all reviewers: the deadline is October 7th. Let’s provide insightful feedback to advance research in this exciting field! #GraphLearning #MachineLearning #LearningonGaph
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Djork-Arné Clevert’s @OkkoClev keynote is now on!
“Graph Representation Learning for Drug Discovery”
Tune in to hear Djork's unique industrial perspective based on his work at @pfizer and others!
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Thank you to our generous sponsors: @pfizer @genentech Noeon (noeon.ai/) @neo4j Genesis (genesistherapeutics.ai) @CHARMTherapeutx @ELLISmunichunit @Kumo_ai_team
❤️ These orgs make it all possible, including monetary awards to reviewers to be announced tomorrow!
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Thank you for joining for such a strong showing on day 1 of LoG 2023 -- we are so excited for day 2 today!
📣 As we shared in the Opening Remarks today, we are also releasing a public call for folks to join the LoG organisation team: docs.google.com/forms/d/e/1F…
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Join our team to build the best graph and geometry machine learning community together!
Happy holidays, graph and geometric deep learning community! Do not forget that if you like to become one of the @LogConference organizers in 2024, you still have time to sign up for the application form forms.gle/taDhZFQ79v5aLe4e8. We will review them on January!
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🌍 Excited to share worldwide Active Meetups for the Learning on Graphs Conference 2024! Connect locally, discuss cutting-edge research, and collaborate globally in ML on graphs & geometry. Find your meetup here: logconference.org/💡#LOG2024 #GraphML #Networking
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Call for tutorials is already up on the website. See more details at logconference.org/call-for-t…. Important Deadline for Tutorial proposals: Monday, September 23, 2024. Looking forward to your submission!!
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Summary:
-Covers work broadly related to machine learning on graphs and geometry
-Proceedings track published in PMLR
-Also a non-archival extended abstract track
-On OpenReview
-Top reviewers receive monetary rewards
-First year: virtual December 9-12 2022, free to attend
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Each week, we want to highlight @LogConference papers!
✨Check out "Meta-Path Learning for Multi-relational Graph Neural Networks" by @franciferrini_ @AntonioLonga94 @andrea_whatever and Manfred Jaeger!
proceedings.mlr.press/v231/f…
Very exited for my oral presentation of “Meta-path Learning for Multi-relational Graph Neural Networks” at @LogConference (7pm GMT)
See you there!
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🎥 The full recording of the keynote talk by @xbresson is now available on YouTube!
Watch it here: piped.video/watch?v=reFeFpdz…
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Each week, we want to highlight @LogConference
papers!
✨ Check out "DiffWire: Inductive Graph Rewiring via the Lovász Bound" by @Arnaiztech, Ahmed Begga, @Fescolano, and @nuriaoliver!
proceedings.mlr.press/v198/a…
ALT Screenshot of title, authors, and abstract of paper from PDF.
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📢 We’re live on YouTube! 🎥
Join us now for the ongoing LoG 2024 tutorial: Graph Deep Learning for Time Series Processing: Forecasting, Reconstruction, and Analysis.
👉 Watch here: piped.video/watch?v=SqBGB3b3…
Don’t miss out! 💡
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Each week, we want to highlight @LogConference papers!
✨ Check out "Learning Graph Search Heuristics" by
Michal Pándy, Weikang Qiu, @GabriCorso, @PetarV_93, Zhitao Ying, @jure, Pietro Lio
openreview.net/pdf?id=-xjStp…
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🚨 LoG Conference Day 3 is here!
We will start the day with two in-depth tutorials on two of the most active areas of graph representation learning research:
🛠 Graph Rewiring Tutorial: From Theory to Applications in Fairness by @ELLISAlicante
logconference.org/schedule-t…
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🚀 Thrilled to announce keynote speakers for #LoG2024! 🌟
🎙️Yusu Wang: Size Generalization of Neural Models via Algorithmic Alignment
🎙️Zachary Ulissi:(Topic TBD)
🎙️@xbresson: Integrating Large Language Models and GNNs
🎙️@AldenHung: Towards Rational Drug Design with AlphaFold 3
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LoG 2023 kicks off today in ~ 3 hours!
🏆 Best Paper, AC and Reviewer Awards announcements
⚛️ @ktschuett, pioneer of 3D GNNs
🌟 @jure, the leading researcher in graph ML
🏠 First poster session on GatherTown
🎤 Orals on oversmoothing, hypergraphs, LRGB
We can't wait! 💙
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⏰The deadline for abstract submission to the @LogConference is almost here:
2⃣days and 2⃣2⃣ hours left!
⏳Don't miss out and please submit your abstracts!
logconference.org/cfp/
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Our first featured LoG2024 Meetup will be held in Aachen Dates: 27-28 Nov. Reference organizer: @chrsmrrs
The call for local meetup is still open. Do not hesitate to send us your proposal!
Our new call for #LoG2024 local meetups is out! This "network" of local mini-conferences aims to bring together attendees belonging to the same geographic area, fostering discussions and collaborations.If you are interested in hosting one, please read this logconference.org/call-for-m…
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We are also actively looking for more reviewers who are committed to write high-quality reviews! Similar monetary award will be provided this year! Please sign up using this form (you don’t need to sign up again if you were already one of our reviewers) forms.gle/YBmjUUqmFL3mhxoL9
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