OATML_Oxford @OATML_Oxford
Oxford Applied and Theoretical Machine Learning Group oatml.cs.ox.ac.uk Oxford, England Joined August 2018-
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📢 New Paper Alert! 📝 "Explaining Explainability: Understanding Concept Activation Vectors" 📄arxiv.org/abs/2404.03713 What does it mean to represent a concept as a vector? We explore three key properties of concept vectors and how they can affect model interpretations. 🧵(1/5)
📢Competition results! 📢 Very excited to announce TextCAVs, an adaptation of TCAV which can provide concept-based explanations for deep learning models with no data. In the #SaTML2024 competition we found all four secret trojans and came third in the rediscovery benchmark! 🎉
📢Competition results! 📢 Very excited to announce TextCAVs, an adaptation of TCAV which can provide concept-based explanations for deep learning models with no data. In the #SaTML2024 competition we found all four secret trojans and came third in the rediscovery benchmark! 🎉
Registration for OATML’s Virtual Open Day closes tomorrow. If you are interested in joining for a PhD, we encourage you to register and join us 22 Nov from 4-5:30GMT! Sign-up: docs.google.com/forms/d/e/1FAI… Group members attending:
Enormous congratulations to the newly doctor-ified Dr @sorenmind, who @latentjasper and I examined today—it was a real pleasure to discuss your impressive work, Sören!
We’re organising a virtual open day! 📅 4-5:30 PM GMT on 22 Nov 2023 Anyone interested in joining @OATML_Oxford 🥣🌾for a PhD is welcome! Come to meet OATMLers, get a feel for our group, and ask any questions you may have! ✏️ Sign Up: forms.gle/MSMwp3wvUR9Cnc…
New AI tool could help predict viral outbreaks ox.ac.uk/news/2023-10-1… @OATML_Oxford #AI
We’ve updated our EVEscape paper with more SARS2 retrospective evaluation and potential use-cases! biorxiv.org/content/10.110… Collaborators @sarahgurev @NotinPascal @nooryoussef03 @_nathanrollins @sandercbio @yaringal (@OATML_Oxford), @deboramarks, 🧵1/4
Our awesome Project Manager at our AI/ML research group @OATML_Oxford (based at @CompSciOxford @UniofOxford) will leave us soon :( We're looking for someone to take the role: if you know anyone who's interested, please forward the job advert! closing 21/4 cs.ox.ac.uk/news/2152-full…
I'm very proud that my collaboration w @NASAAmes & the @SETIInstitute is finally published in @NatureAstronomy We show a framework to search for life on another planet in a data-driven fashion, starting from orbit & all the way through to a rover's view nature.com/articles/s4155…
How can we measure how uncertain LLMs are about their generations? In our spotlight at #iclr2023 with @yaringal & @sebfar, we introduce "semantic entropy", the entropy over meanings rather than sequences, and show that it reliably measures LM uncertainty🧵arxiv.org/abs/2302.09664
It's Sunday—porridge day! Porridge, my (slightly-sticky) emotional crutch. I'm going to document my porridge with photos, in the hope that you may be able to share in my enjoyment. - 125g salted butter - 250g jumbo rolled oats - 1.75L milk - 1 tsp salt
📢 We are presenting our TranceptEVE preprint at the LMRL workshop today (4-5pm ET, poster # C-48) 📢
@OATML_Oxford is co-hosting Schmidt AI in Science Fellows to work cutting-edge AI to tackle the big scientific questions of our time. Take a look at some of the research we've done with collaborators in the sciences: nature.com/articles/s4158…
**Call open for the Schmidt AI in Science Postdoctoral Fellowship Program** @SchmidtFutures @UniofOxford Have you completed a PhD in an area of mathematical, physical, or life sciences? Do you have a vision for transformational research in your field using tools from ML/AI?
We have a PhD studentship co-supervised between me @OATML_Oxford and Alessandro Abate @CompSciOxford!
@OATML_Oxford group members and collaborators are proud to present 6 papers at NeurIPS 2022 main conference, and 8 workshop papers. Come chat to us at the poster sessions! oatml.cs.ox.ac.uk/blog/2022/11/2…
Fantastic work by @neilbband and our great collaborators at @OATML_Oxford and @GoogleAI! 🚀
Fantastic work by @neilbband and our great collaborators at @OATML_Oxford and @GoogleAI! 🚀
Public release of the #̶N̶e̶u̶r̶I̶P̶S̶2̶0̶2̶2̶ #NeurIPS2021 (😅) RETINA Benchmark: A suite of tasks evaluating the reliability of uncertainty quantification methods like Deep Ensembles, MC Dropout, VI, and more. 📜 arxiv.org/abs/2211.12717 💻 rebrand.ly/retina-benchma… 🧵below [0/N]
[1/5] Pleased to announce our new #NeurIPS2022 paper “Interventions 🔨, Where and How? Experimental Design for Causal Models at Scale” Joint work with @yashasannadani* @anndvision @bschoelkopf @yaringal @stefanAbauer 📄arxiv.org/abs/2203.02016 🖥️github.com/yannadani/cbed
Our NeurIPS Oral🔥 🧪Active Surrogate Estimators: An Active Learning Approach to Label-Efficient Model Evaluation shows actively learned models predict test loss better than using only labels. 📄arxiv.org/abs/2202.06881 Thank you @seb_far @yaringal @tom_rainforth @OATML_Oxford
Michael Bronstein @mmbronstein
43K Followers 4K Following #DeepMind Professor of #AI @UniofOxford / Fellow @ExeterCollegeOx / ML Lead @ProjectCETI / https://t.co/kZpGpDzYeV
yobibyte @y0b1byte
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Andreas Kirsch 🇮�.. @BlackHC
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Kevin Patrick Murphy @sirbayes
43K Followers 334 Following Research Scientist at Google Brain / Deepmind. Interested in Bayesian Machine Learning.
Dan Roy @roydanroy
45K Followers 2K Following ML / AI researcher, emphasis on theory. Research Director and Canada CIFAR AI Chair, @VectorInst Professor, @UofT (Statistics/CS)
Frank Nielsen @FrnkNlsn
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Laura Ruis @LauraRuis
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Sara Hooker @sarahookr
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Taco Cohen @TacoCohen
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Yarin @yaringal
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Pasquale Minervini �.. @PMinervini
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Ethan Caballero is bu.. @ethanCaballero
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Miles Cranmer @MilesCranmer
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Tim Rocktäschel @_rockt
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Simone Scardapane @s_scardapane
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Max Jaderberg @maxjaderberg
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Alexander Terenin @avt_im
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Maksymilian Wolski @maxiewolski
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Ching Lam Choi @cchoi314
211 Followers 548 Following Incoming @MITEECS PhD student 2024; previously at @Mila_Quebec, @MPI_IS, NVIDIA HK, Stanford AI Lab, CUHK Multimedia Lab. Interested in robustness.
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Zhe Jia @JiazheJ
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Aaditya ; @Aaditya26082004
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albert min @velconia
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Chris Lance @chris1ance
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Yuan Bian @_yuanbian
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156 Followers 2K Following Finished my Psychology degree, a final year Statistics student at @UofHaifa. Stat & Ai to better understand neuroscience🧠 and basic emotions😶
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ffflyings @ffflyings50061
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Ivan @_fentropy
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Reslan Al Tinawi 🇵.. @geo_reslan
79 Followers 974 Following Data Analytics MSc (23/24) @uniofwarwick via @CheveningFCDO Interested in spatial data 🌍 maps 🗺 remote sensing 🔭 and sustainability ☘️
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Andreas Kirsch 🇮�.. @BlackHC
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Ferenc Huszár @fhuszar
40K Followers 1K Following Secular Bayesian. Associate Professor in Machine Learning @Cambridge_CL. Talent aficionado at https://t.co/RbJkoLguey Alum of @Twitter, Magic Pony and @Balderton
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Edward Grefenstette @egrefen
36K Followers 777 Following FR/US/GB AI/ML Person, Director of Research at @GoogleDeepMind, Honorary Professor at @UCL_DARK, @ELLISforEurope Fellow. All posts are personal.
Kyunghyun Cho @kchonyc
61K Followers 2K Following a combination of a mediocre scientist, a mediocre manager, a mediocre advisor & a mediocre PC at @nyuniversity (@CILVRatNYU) & @genentech (@PrescientDesign).
Zoubin Ghahramani @ZoubinGhahrama1
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Max Welling @wellingmax
33K Followers 432 Following
Oriol Vinyals @OriolVinyalsML
167K Followers 82 Following VP of Research & Deep Learning Lead, Google DeepMind. Gemini co-lead. Past: AlphaStar, AlphaFold, AlphaCode, WaveNet, seq2seq, distillation, TF.
Durk Kingma @dpkingma
35K Followers 350 Following Deep learning, mostly generative models. Prev. Google Brain/DeepMind, founding team @OpenAI. Inventor of the VAE, Adam optimizer, among other things. ML PhD.
Yarin @yaringal
38K Followers 222 Following Associate Professor of Machine Learning, University of Oxford @OATML_Oxford Group Leader Director of Research at AISI (formerly UK Taskforce on Frontier AI)
Nando de Freitas 🏳.. @NandoDF
97K Followers 659 Following I research intelligence to understand it and to harness it wisely. Part of AlphaGo tuning, AlphaCode, learning to learn, Lyria, Imagen2, Gato, rGemma
Tim Rocktäschel @_rockt
29K Followers 2K Following Open-Endedness Team Lead @GoogleDeepMind, Professor of AI @AI_UCL, PI @UCL_DARK, @ELLISforEurope Scholar. ex @MetaAI (FAIR), @CompSciOxford. Opinions my own.
Jacob Andreas @jacobandreas
14K Followers 958 Following Teaching computers to read. Assoc. prof @MITEECS / @MIT_CSAIL (he/him). https://t.co/5kCnXHjtlY https://t.co/2A3qF5vdJw
Angus Nicolson @angusjnic
205 Followers 846 Following Health Data Science DPhil student at @UniofOxford. Hates boredom. Loves science. Supervised by @AlisonNoble_OU and @yaringal
UCL DARK @UCL_DARK
3K Followers 186 Following UCL Deciding, Acting, and Reasoning with Knowledge (DARK) Lab at @AI_UCL led by @_rockt, @egrefen, @robertarail, and @jparkerholder.
Emtiyaz Khan @EmtiyazKhan
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ICLR 2024 @iclr_conf
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Delip Rao e/σ @deliprao
46K Followers 5K Following Busy inventing the shipwreck. @Penn. Past: @johnshopkins, @UCSC, @Amazon, @Twitter ||Art: #NLProc, Vision, Speech, #DeepLearning || Life: 道元, improv, running 🌈
AK @_akhaliq
311K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo follow on Hugging Face: https://t.co/q2Qoey80Gx
M @mtrazzak
50 Followers 228 Following
Kelsey Doerksen @spacecadet_kels
4K Followers 660 Following @UNICEF & @esa Team Giga 🛜| ML Team @NASAJPL 💫| AI DPhil @OATML_Oxford 👩🏼🎓| Prev SatOps @planet 🛰| @westernU ECE⚡| @carleton_u Aero 🚀| 🇨🇦
Freddie Bickford Smit.. @fbickfordsmith
362 Followers 721 Following ML PhD at Oxford with @tom_rainforth @adamefoster. Previously at UCL with @profdata @bdroads @egrefen.
robin_ru_ox @ox_robin
33 Followers 28 Following DPhil student on Machine Learning @ University of Oxford
A. Tuan Nguyen @a_tuan_nguyen
94 Followers 71 Following PhD candidate @UniofOxford. Student of Philip Torr and Atılım Güneş Baydin (Torr Vision Group), and Yarin Gal (OATML)
Jan Brauner @JanMBrauner
776 Followers 313 Following PhD student in ML. University of Oxford, @OATML_Oxford.
UvA AMLab @AmlabUva
3K Followers 78 Following The official account of the Amsterdam Machine Learning Lab (AMLab) @UvA_Amsterdam, co-directed by Max Welling (@wellingmax) and Jan-Willem van de Meent (@jwvdm)
Freddie Kalaitzis @alkalait
1K Followers 369 Following sr res fellow @oatml_oxford #ai4eo • p.i. @EOpenSR • ml ∧ #CliffordAlgebras • @WellBeingInML • ml lead @fdl_ai • adhd🧠
Neil Band @neilbband
352 Followers 405 Following CS PhD Student at Stanford University | Prev: @OATML_Oxford @CompSciOxford
Jannik Kossen @janundnik
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Pascal Notin @NotinPascal
990 Followers 363 Following Research in AI for Protein Design @Harvard | Prev. CS PhD @UniofOxford, Digital & Analytics @McKinsey, Maths & Physics @Polytechnique
Panagiotis Tigas @ptigas
1K Followers 5K Following ML RS @isomorphiclabs | DPhil ML/AI @OATML_Oxford | Tutor @BartlettArchUCL | ex @Microsoft, @Autodesk, @Brave, @FDL_AI @_Filisia | SPACE IS THE PLACE 🛰️
aj @anndvision
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Lisa Schut @miouantoinette
1K Followers 211 Following PhD student @oatml_oxford supervised by @yaringal | previously interned at deepmind, google brain | former professional chess player
Tom Rainforth @tom_rainforth
5K Followers 304 Following Senior research fellow (faculty) in machine learning at the University of Oxford, Head of RainML Research Lab (https://t.co/uuBwQ2WdMN)
Rowan McAllister @rowantmc
1K Followers 341 Following Autonomous vehicle enthusiast @Waymo Previously @ToyotaResearch, @berkeley_ai, @CambridgeMLG, @SIRISRobotics 🇦🇺
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Milad Alizadeh @notmilad
702 Followers 1K Following LLMs @CohereAI prev PhD @CompSciOxford Zan, Zendegi, Azadi
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2K Followers 140 Following Research Scientist @DeepMind - AI Alignment. Associate Member @OATML_Oxford and RainML @UniofOxford. All views my dog's.
Zac Kenton @ZacKenton1
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Tim G. J. Rudner @timrudner
2K Followers 688 Following Faculty Fellow at NYU. Trustworthy (safe x transparent x fair) ML. I'm on the faculty job market. Prev: PhD Student & Rhodes Scholar at University of Oxford.
Joost van Amersfoort @joost_v_amersf
1K Followers 338 Following Research Scientist @GoogleDeepMind -- PhD from @UniofOxford Large language model pre-training in the Gemini team.
WhiRL @whi_rl
4K Followers 209 Following Whiteson Research Lab @CompSciOxford. Reinforcement learning and deep learning with applications in robotics, video games, and information retrieval.
Roger Frigola @RogerFrigola
1K Followers 3K Following Engineer for America's Cup and Formula 1 teams. Machine Learning PhD @Cambridge_Uni. From Barcelona. Flat-sixes and four-cylinder transaxles (sic).
Ryan Adams @ryan_p_adams
34K Followers 1K Following Machine Learning Researcher, CS Professor (@PrincetonCS), Dad, Woodworker
Thore Graepel @ThoreG
3K Followers 1K Following Global Lead Comp Sci, AI & ML @Altos_Labs. Prev: @DeepMind & @MSFTResearch. #AlphaGo & #TrueSkill, family man, #GameOfGo, classical music (piano), meditation
John Winn @johnmwinn
640 Followers 138 Following Researcher into large scale automated machine learning at MSR Cambridge. Read my book at https://t.co/A43lbJYYcI!
Diana Cai @dianarycai
4K Followers 479 Following Machine learning & statistics researcher. Research fellow @FlatironCCM.
Bernhard Schölkopf @bschoelkopf
14K Followers 60 Following
Joaquin Quiñonero Ca.. @jquinonero
2K Followers 204 Following Bayesian at heart. Passionate about scaling the practical impact of AI. Recently focussed on the responsible and beneficial use of AI.
Ralf Herbrich @rherbrich
3K Followers 128 Following Professor and Head of Artificial Intelligence and Sustainability at Hasso-Plattner Institut
Vikash Mansinghka @vmansinghka
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Ilya Sutskever @ilyasut
370K Followers 2 Following towards a plurality of humanity loving AGIs @openaiWe are the original scaling lab, scaling up GPs since 2002
📢 New Paper Alert! 📝 "Explaining Explainability: Understanding Concept Activation Vectors" 📄arxiv.org/abs/2404.03713 What does it mean to represent a concept as a vector? We explore three key properties of concept vectors and how they can affect model interpretations. 🧵(1/5)
📢Competition results! 📢 Very excited to announce TextCAVs, an adaptation of TCAV which can provide concept-based explanations for deep learning models with no data. In the #SaTML2024 competition we found all four secret trojans and came third in the rediscovery benchmark! 🎉
📢 Announcing the #SaTML2024 CNN Interpretability Competition results: 🥇 *New record* - Yun et al. - RFLA-Gen2 🥈 Moore et al. - FEUD 🥉 Nicolson - TextCAVs 👏 Tagade and Rumbelow - Prototype Gen Report: arxiv.org/abs/2404.02949 All were impressive!🧵 on new innovations below.
And a big thank you to my supervisors @AlisonNoble_OU @NobleLabOxford and @yaringal @OATML_Oxford for supporting me throughout my work and giving me the academic freedom explore new things. P.S. We're working on developing this so stay tuned for updates!
I cannot express enough gratitude towards my collaborator @miouantoinette and supervisors @AlisonNoble_OU @NobleLabOxford and @yaringal @OATML_Oxford for their help and support throughout the project. 📄arxiv.org/abs/2404.03713 🧵(5/5)
I'm currently looking for interns working on transformers for tabular data, building on the ideas of TabPFN. Either spring 2024 or summer 2024 are possible, in person in CA. You need to be enrolled in an MS or PhD program. jobs.careers.microsoft.com/global/en/job/…, reach out for more info.
Roadworks and crowds are super common in London. Thought I'd share a recent ride through Notting Hill and how our AI carefully but confidently navigates through crowds. Impressive to see our AI keep a safe distance while distracted pedestrians jump around us.
Great opportunity for potential students to connect with this excellent research team. Initiatives like this are invaluable for students and any job seekers when looking for the right fit for their journey. Hopefully more research groups will consider initiatives like this!
We’re organising a virtual open day! 📅 4-5:30 PM GMT on 22 Nov 2023 Anyone interested in joining @OATML_Oxford 🥣🌾for a PhD is welcome! Come to meet OATMLers, get a feel for our group, and ask any questions you may have! ✏️ Sign Up: forms.gle/MSMwp3wvUR9Cnc…
Enormous congratulations to the newly doctor-ified Dr @sorenmind, who @latentjasper and I examined today—it was a real pleasure to discuss your impressive work, Sören!
Amazing work by the exceptional team @DeboraMarksLab & @OATML_Oxford: Nicole Thadani, @sarahgurev @NotinPascal et al.
New AI tool could help predict viral outbreaks ox.ac.uk/news/2023-10-1… @OATML_Oxford #AI
Can LLM-based chat predict its own correctness? @AndrewYNg called for it: deeplearning.ai/the-batch/larg… @OpenAI discuss it for GPT-4: news.ycombinator.com/item?id=351868… @OATML_Oxford have considered it: arxiv.org/abs/2302.09664 Also @jurafsky et al: arxiv.org/abs/2302.13439
In my next role, I’m considering experimenting (internally) with LLMs fine-tuned on private/propriety data. Think “The UX of ChatGPT, with the knowledge of your company data” If your company uses Teams, it’s super easy to setup a ChatGPT baseline: powerusers.microsoft.com/t5/Webinars-an…
We’ve updated our EVEscape paper with more SARS2 retrospective evaluation and potential use-cases! biorxiv.org/content/10.110… Collaborators @sarahgurev @NotinPascal @nooryoussef03 @_nathanrollins @sandercbio @yaringal (@OATML_Oxford), @deboramarks, 🧵1/4
Our awesome Project Manager at our AI/ML research group @OATML_Oxford (based at @CompSciOxford @UniofOxford) will leave us soon :( We're looking for someone to take the role: if you know anyone who's interested, please forward the job advert! closing 21/4 cs.ox.ac.uk/news/2152-full…
I'm very proud that my collaboration w @NASAAmes & the @SETIInstitute is finally published in @NatureAstronomy We show a framework to search for life on another planet in a data-driven fashion, starting from orbit & all the way through to a rover's view nature.com/articles/s4155…
How can we measure how uncertain LLMs are about their generations? In our spotlight at #iclr2023 with @yaringal & @sebfar, we introduce "semantic entropy", the entropy over meanings rather than sequences, and show that it reliably measures LM uncertainty🧵arxiv.org/abs/2302.09664
It's Sunday—porridge day! Porridge, my (slightly-sticky) emotional crutch. I'm going to document my porridge with photos, in the hope that you may be able to share in my enjoyment. - 125g salted butter - 250g jumbo rolled oats - 1.75L milk - 1 tsp salt
📢 We are presenting our TranceptEVE preprint at the LMRL workshop today (4-5pm ET, poster # C-48) 📢
Fantastic work by @neilbband and our great collaborators at @OATML_Oxford and @GoogleAI! 🚀
Public release of the #̶N̶e̶u̶r̶I̶P̶S̶2̶0̶2̶2̶ #NeurIPS2021 (😅) RETINA Benchmark: A suite of tasks evaluating the reliability of uncertainty quantification methods like Deep Ensembles, MC Dropout, VI, and more. 📜 arxiv.org/abs/2211.12717 💻 rebrand.ly/retina-benchma… 🧵below [0/N]
Public release of the #̶N̶e̶u̶r̶I̶P̶S̶2̶0̶2̶2̶ #NeurIPS2021 (😅) RETINA Benchmark: A suite of tasks evaluating the reliability of uncertainty quantification methods like Deep Ensembles, MC Dropout, VI, and more. 📜 arxiv.org/abs/2211.12717 💻 rebrand.ly/retina-benchma… 🧵below [0/N]
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