Adam Golinski @adam_golinski
ML research @Apple, prev @OxCSML @InfAtEd, part of @MLinPL & @polonium_org 🇵🇱, sometimes funny adamgol.me Barcelona Joined December 2014-
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📢 We are back! 🎇 Following the success of our Robust ML Workshop in 2023, we are organising not one, but two workshops this year: ELLIS Robust ML Workshop 2024: June 27-28, Helsinki 🇫🇮 ELLIS Robust LLMs Workshop 2024: July 29-30, Oxford 🇬🇧
Thanks @_akhaliq for sharing our work. We evaluated SOTA VLMs on challenging Raven's Progressive Matrices. We found that VLMs still struggle to reach human-level performance, with perception being the main bottleneck. arxiv.org/abs/2403.04732 github.com/apple/ml-rpm-b…
Thanks @_akhaliq for sharing our work. We evaluated SOTA VLMs on challenging Raven's Progressive Matrices. We found that VLMs still struggle to reach human-level performance, with perception being the main bottleneck. arxiv.org/abs/2403.04732 github.com/apple/ml-rpm-b…
Thrilled to share MM1!. The MM1 series of models are competitive with Gemini 1 at each of their respective model sizes. Beyond just announcing a new series of models, we also share the ablation results that guided our research process (🧵).
Are you interested in SOTA compact CLIP models? 🚀🚀 Check out our open-sourced repo for a family of MobileCLIP models, including a ViT-B@224 with 77.2% IN-top1 accuracy. More highlights in 🧵 Paper (appearing in CVPR 2024): arxiv.org/abs/2311.17049 Repo: github.com/apple/ml-mobil…
Our recent work on decomposition. TLDR; In LLM, decomposition/planning ability is more compressible and generalizable than solving ability, as it’s not knowledge-intensive⚗️ arxiv.org/pdf/2402.15000…
Our recent work on decomposition. TLDR; In LLM, decomposition/planning ability is more compressible and generalizable than solving ability, as it’s not knowledge-intensive⚗️ arxiv.org/pdf/2402.15000…
As part of our goal to make MLX a great research tool, we're expanding support to new languages like Swift and C, making experimentation on Apple silicon easier for ML researchers. Video generating text with Mistral 7B and MLX Swift 👇 MLX is an array framework for machine…
New language model work! In practice, LMs often face a double constraint (i) small inference budget + (ii) little application-specific data: (i) means small specialized models for inference; (ii) means using auxiliary generic data e.g. for pretraining 1/2 arxiv.org/abs/2402.01093
1/7 Super excited about my Apple Internship work finally coming out: Rephrasing the Web: A Recipe for Compute and Data-Efficient Language Modeling TLDR: You can train 3x faster and with upto 10x lesser data with just synthetic rephrases of the web! 📝 arxiv.org/abs/2401.16380
ICLR24 Spotlight: To train general-purpose SSL models, it's important to measure the quality of representations during training. But how can we do this w/o downstream labels? We propose a new label-free metric to eval SSL models, called Linear Discrimination Analysis Rank(LiDAR)
ICML 2024 call for workshops are open icml.cc/Conferences/20… @BeccaRoelofs, @natschluter, and @andrewgwils are co-chairing. Submit by February 15, 2024, AOE. Help us spread the word! #icml2024
🚀 A game-changer benchmark: LLM-Uncertainty-Bench 🌟 📚 We introduce "Benchmarking LLMs via Uncertainty Quantification", which challenges the status quo in LLM evaluation. 💡 Uncertainty matters too: we propose a novel uncertainty-aware metric, which tests 8 LLMs across 5…
Excited to share AIM 🎯 - a set of large-scale vision models pre-trained solely using an autoregressive objective. We share the code & checkpoints of models up to 7B params, pre-trained for 1.2T patches (5B images) achieving 84% on ImageNet with a frozen trunk. (1/n) 🧵
The GOAT of tennis @DjokerNole said: "35 is the new 25.” I say: “60 is the new 35.” AI research has kept me strong and healthy. AI could work wonders for you, too!
🚨 The call for papers for our #ICLR2024 workshop on Generative AI for Decision Making is out! 🚨 We welcome both short (4 pages) and full (9 pages) technical or positional papers. Details: sites.google.com/view/genai4dm-… 1/3
Have a research idea at the intersection of generative models and RL, IL or planning? Consider submitting a short (4 pages) or long (9 pages) paper to our GenAI+Decision Making workshop at ICLR 2024: sites.google.com/view/GenAI4DM-… More information coming early January!
We have at least one PhD opening (with me) in the domain of Differential Privacy/Robustness in ML. (with many amazing collaborators/co-advisors inside/outside Copenhagen) Start: Sep, 24 Location: University of Copenhagen @DIKU_Institut @AiCentreDK. See amartya18x.github.io/hiring/
We have at least one PhD opening (with me) in the domain of Differential Privacy/Robustness in ML. (with many amazing collaborators/co-advisors inside/outside Copenhagen) Start: Sep, 24 Location: University of Copenhagen @DIKU_Institut @AiCentreDK. See amartya18x.github.io/hiring/ https://t.co/Gu6OtNPvOs
MLR at Apple just opened an office in Copenhagen, Denmark 🎉🎉💃🇩🇰 And we are hiring! jobs.apple.com/en-us/details/… Please reach out if you're interested! This office opening is pretty neat just on its own, if I do say so myself. 😊 1/
Excited to be at NeurIPS in New Orleans next week and hope to see many of you there! On Wednesday, my co-authors (@jramapuram , @PierreAblin, Tatiana Likhomanenko, Xavier Suau, Russ Webb) and I will present our🥳spotlight-awarded🎉work “How to Scale Your EMA”.
Excited to be at NeurIPS in New Orleans next week and hope to see many of you there! On Wednesday, my co-authors (@jramapuram , @PierreAblin, Tatiana Likhomanenko, Xavier Suau, Russ Webb) and I will present our🥳spotlight-awarded🎉work “How to Scale Your EMA”. https://t.co/eh4TA8RDOt
Just in time for the holidays, we are releasing some new software today from Apple machine learning research. MLX is an efficient machine learning framework specifically designed for Apple silicon (i.e. your laptop!) Code: github.com/ml-explore/mlx Docs: ml-explore.github.io/mlx/build/html…
We're hiring research scientists and engineers in programming languages, probabilistic machine learning & causal inference Apply/dm me if you want to build general reasoning systems with solid foundations, and use them to solve hard scientific & societal problems RT appreciated
We're hiring research scientists and engineers in programming languages, probabilistic machine learning & causal inference Apply/dm me if you want to build general reasoning systems with solid foundations, and use them to solve hard scientific & societal problems RT appreciated
yobibyte @y0b1byte
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50K Followers 2K Following Research Scientist at Google DeepMind. I tweet about deep learning (research + software), music, generative models (personal account).Andreas Kirsch 🇮�.. @BlackHC
9K Followers 5K Following Past: 🧑🎓 DPhil @AIMS_oxford @ExeterCollegeOx @UniofOxford (4.5yr) 🧙♂️ RE @DeepMind (1yr) 📺 SWE @Google (3yrs) 🎓 @TU_Muenchen 👤 Fellow @nwspkMichael Bronstein @mmbronstein
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4 Followers 72 FollowingThetewt @thetewt55467
0 Followers 161 FollowingRSS Celebrating Diver.. @RSSDiversity
126 Followers 609 Following • Celebrating Diversity • @RoyalStatSoc Special Interest Group • Views expressed are our own and do not necessarily represent those of the RSS •Wonon @wonononononon
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1 Followers 36 FollowingAaditya ; @Aaditya26082004
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4 Followers 80 Following张洋 @touwenameng
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1 Followers 11 FollowingBotos Csabi @csaba_botos
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480 Followers 550 Following Postdoc in Machine Learning at Technical University of Denmark (DTU). PhD from @uc3m. Former @esa, @sheffielduni, @mpi_is visitor.Vidhi Jain @viddivj
3K Followers 3K Following Graduate student at @CMU_Robotics. student researcher @Google @GoogleDeepMind Robotics. @MetaAI Resident 2021. Previously at @IndiaMSR, @bitspilaniindia She/herOleksii Kachaiev 🇺.. @kachayev
2K Followers 3K Following AI/ML Researcher & Engineer. Representation learning, OT, flows. With applications in computational neuroscience. Prev: ML/AI @ Riot Games (League of Legends).Eva Louise Marie Gabr.. @e681554349
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28 Followers 121 FollowingA Bigger ElonMusk @chigozieap
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26 Followers 1K Following Dalton 🎥+🎹+🎤@⛪️. 🍎Hopeful.Anywhere Realistically🧑💻.🥛ing 🐄🐄 +🥚ing 🐔🐔 = @aff_eggnog happening with @alexandre_farm https://t.co/NNGwrHazedBartosz Cywinski @bartoszcyw
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310K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo follow on Hugging Face: https://t.co/q2Qoey80GxGoogle DeepMind @GoogleDeepMind
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9K Followers 5K Following Past: 🧑🎓 DPhil @AIMS_oxford @ExeterCollegeOx @UniofOxford (4.5yr) 🧙♂️ RE @DeepMind (1yr) 📺 SWE @Google (3yrs) 🎓 @TU_Muenchen 👤 Fellow @nwspkNeurIPS Conference @NeurIPSConf
112K Followers 35 Following New Orleans, Dec 10-16, 23. https://t.co/ga8aOw615g Tweets to this account are not monitored. Please send feedback to [email protected].Michael Bronstein @mmbronstein
43K Followers 4K Following #DeepMind Professor of #AI @UniofOxford / Fellow @ExeterCollegeOx / ML Lead @ProjectCETI / https://t.co/kZpGpDzYeVPetar Veličković @PetarV_93
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4 Followers 72 FollowingMehrdad Farajtabar @MFarajtabar
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158 Followers 1K Following earnest energetic maker https://t.co/PLHR9Pun5XMohammad Rastegari @morastegari
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596 Followers 75 Following AI/ML Research Scientist at Apple and Affiliate Assistant Professor at the University of Washington, Seattle. Opinions are my own.Yuanqi Du @YuanqiD
2K Followers 959 Following Passionate researcher and community builder @AI_for_Science @LogConference; CS PhD @Cornell; Prev @DeepModeling, @AmlabUva, @MSFTResearchELLIS RobustML Worksh.. @ELLISRobustML
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177 Followers 862 Following Doctorate in Mathematical Statistics. Fascinated by all things probability, its philosophy, and applications. KaratekaEwa Szczurek @ewa_szczurek
624 Followers 282 FollowingPaulina Szymczak @szymczak_pau
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53 Followers 81 FollowingAlex Tomala @a__tomala
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178 Followers 238 Following PhD candidate in Torr Vision Group, University of Oxford https://t.co/WzU6h3qhagterminally onλine ε.. @tekbog
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480 Followers 550 Following Postdoc in Machine Learning at Technical University of Denmark (DTU). PhD from @uc3m. Former @esa, @sheffielduni, @mpi_is visitor.mephistoooOOHHHHHHSHI.. @karan4d
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28 Followers 121 Followingkero @Kerollmops
586 Followers 511 Following Co-founder & Tech Lead @meilisearch. Rust developer and ex-student from @42born2code. https://t.co/6AMWxbk0ERRichard He Bai @richard_baihe
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1K Followers 0 Following Research Scientist at @GoogleDeepMind Work on LLM pre-training in Gemini ♊ 10M context length in Gemini 1.5 Pro 📈Foresight Institute @foresightinst
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5K Followers 1K Following CEO @foresightinst, co-author https://t.co/QSt9NXmDOl…, founder https://t.co/hXNI6dbDRD, co-initiator @longevityprize, advisor @agingbiomarkersDaniel Eth (yes, Eth .. @daniel_271828
7K Followers 788 Following AI alignment & memes | "known for his humorous and insightful tweets" - Bing/GPT-4 | prev: @FHIOxfordNa okręg lwowski spadły dziś dziesiątki bomb i rakiet. Jedna z nich 15 km od naszej granicy. Morawiecki w tym czasie ustala w Budapeszcie wspólną antyeuropejską strategię z proputinowskimi politykami skrajnej prawicy. Głupota? Zdrada? Czy jedno i drugie?
How to feel like a student again? Have a Nobel laureate come to your talk @doudna_lab
📢 We are back! 🎇 Following the success of our Robust ML Workshop in 2023, we are organising not one, but two workshops this year: ELLIS Robust ML Workshop 2024: June 27-28, Helsinki 🇫🇮 ELLIS Robust LLMs Workshop 2024: July 29-30, Oxford 🇬🇧
Building robust AI is crucial 🤖. Join the ELLIS RobustML workshops led by @cholmesuk , @samikaski, & @yeewhye. The workshops aim to bring together theoretical robustness research with real-world applications. 🚀 🔗: sites.google.com/view/robustml2…
A release - finally. Possibly, a new algorithm, that can speed up LLM inference speed 2x times by dynamically choosing which computations are the most important. kolinko.github.io/effort/
I’m super excited to release our 100+ page collaborative agenda - led by @usmananwar391 - on “Foundational Challenges In Assuring Alignment and Safety of LLMs” alongside 35+ co-authors from NLP, ML, and AI Safety communities! Some highlights below...
Things which we can expect this year, but will still blow ppl's minds when they happen: -iOS update turning your iPhone into an intelligent wizard brick -end-to-end music generators 2x better than Suno -GPT-5, which Sam Altman said could be "the pivotal moment" more than ChatGPT…
Wild to imagine the alternate universe where this was the AGI path. So many people who are in AI now are new to the field and weren't here for the strange, dreamlike state of AI in 2018. arxiv.org/abs/1803.10760
@aryaman2020 @ChengleiSi @harshitj__ @jordanjuravsky @JulieKallini @kenziyuliu @khoomeik @TristanThrush @StevenyzZhang @chenshi51326099 this is fantastic. running it on my cuda machine and it's a blast. took a quick look at dependencies and looks like aside from flash attn, no custom kernels? wondering how hard it would be to port over to apple mlx? (github.com/ml-explore/mlx…) and (github.com/ml-explore/mlx)
The first person ever to run the entire length of Africa. Mission complete🫡
This new paper with Santosh Vempala gives a simple statistical justification for why and when Language Models *should* hallucinate using standard pretraining, even under ideal in-distribution training conditions. [1/7] arxiv.org/abs/2311.14648
And we prove that calibrated LMs must hallucinate. This is consistent with prior work, e.g., it was shown that GPT-4 after pretraining was initially calibrated but hallucinated a lot, while post-training reduced hallucinations but also hurt calibration. [7/7]
One year ago was Vicuna's birthday🎂! We were so excited and built a demo for it at chat .lmsys .org. We never imagined it could get this far. Millions of people downloaded our models, visited our demo, and played with our fine-tuning recipe in FastChat project. We then…
Introducing Vicuna, an open-source chatbot impressing GPT-4! 🚀 Vicuna reaches 90%* quality of ChatGPT/Bard while significantly outperforming other baselines, according to GPT-4's assessment. Blog: vicuna.lmsys.org Demo: chat.lmsys.org
Open-Source project reveal: Wolfson Scheduler botcs.github.io/wolfson-schedu… Scheduling rowers? A centuries-old headache. Current tools? Too pricey or too blunt. My solution? Pull data from Google Sheets, compare 4.5B proposals/sec (using a GTX 4090), and push results back, from your📱
Great honour to be awarded a CBE by the King today for services to AI. Getting the Summit and AI Safety Institute off the ground has been a huge collective effort; I’m so grateful to the incredible team that made them happen (and congrats to @demishassabis and @soundboy!)
2 senior software engineers pushing to prod during the weekend and approving each other's PRs with "YEAH" and "BROTHER" messages
ive had this argument today which has evolved into an all day meeting next week, im never delivering a product dawg
all im saying is that writing confluence docs instead of shipping code will not help us meet the deadline
New results in time for @iclr_conf 2023 rebuttal but you can't upload a figure to @openreviewnet? @NetHack_LE's plotting script has you covered. github.com/facebookresear… Disclaimer: I am not sure whether it's actually allowed to upload an ASCII figure as part of your rebuttal.