Luigi Gresele @luigigres
DDSA postdoc (@DataScienceDK) at @UCPH_Research. Interested in the cocktail-party problem, causal inference and identifiability. Previously @MPI_IS. Joined March 2019-
Tweets130
-
Followers697
-
Following482
-
Likes504
📢 here's a new 𝚐𝚊𝚍𝚓𝚒𝚍 for Causal Structure Learning: 𝐆raph 𝐀𝐃𝐉ustment 𝐈dentification 𝐃istances to compare DAGs or CPDAGs (!) in terms of the identifying formulas they suggest for causal effects. 💻 Try it: pip install gadjid 📚 Read it: doi.org/10.48550/arXiv… 1/
Formally speaking, it shouldn't be possible. Using a benchmark based on @yudapearl ladder of causation (association < intervention < counterfactual), @ZhijingJin et al. show that GPT-4 struggles with counterfactual reasoning, obtaining only 60% accuracy. arxiv.org/abs/2312.04350
Come to poster #904 to hear about nonparametric interventional CRL. Bonus points if you attended the CauCA poster earlier, the two works are nicely complementary
Come to poster #904 to hear about nonparametric interventional CRL. Bonus points if you attended the CauCA poster earlier, the two works are nicely complementary
#827 is the correct number! (Sorry, jet lag) See you there!
#827 is the correct number! (Sorry, jet lag) See you there!
I ended up in a part of NeurIPS that looks like one of the Twitter posts by @tetraduzione
If you wonder whether #LLMs can solve causal reasoning, talk to us at our Poster “CLadder: Assessing Causal Reasoning in LLMs” ⭐️Time & Location: Today 10:45-12:45 (Poster #413) ⭐️6 authors in-person: @ZhijingJin @chenyuen0103 @felixludos @luigigres @kamalojasv181 @maxhkw
If you wonder whether #LLMs can solve causal reasoning, talk to us at our Poster “CLadder: Assessing Causal Reasoning in LLMs” ⭐️Time & Location: Today 10:45-12:45 (Poster #413) ⭐️6 authors in-person: @ZhijingJin @chenyuen0103 @felixludos @luigigres @kamalojasv181 @maxhkw https://t.co/8MBpH34dE2
4/5 Wed 6 pm (Poster Session 4) "Nonparametric Identifiability of Causal Representations from Unknown Interventions" (joint work with @JKugelgen @MichelBesserve, Liang Wendong, @luigigres, Armin Kekić, David Blei, and @bschoelkopf ) We study the task of learning a causal…
Interested in identifiable causal representation learning with flexible nonlinear modules? 👇 A summary of our #NeurIPS paper “Nonparametric Identifiability of Causal Representations from Unknown Interventions”. 📜 arxiv.org/abs/2306.00542 @MPI_IS @CambridgeMLG @DataSciColumbia
I'm looking for postdocs! If you want to work with me, I recommend applying for this fellowship
I'm looking for postdocs! If you want to work with me, I recommend applying for this fellowship
🎉 Exciting news! 🎉 Yesterday we had the pleasure of presenting our first 6 DDSA Postdoc Fellows at the 'Growing Danish Data Science 2023' event! Stay tuned as we delve deeper into their fascinating work 👉 bit.ly/3XBo5j5 Together, we will be #GrowingDanishDataScience!
I have fully-funded PhD positions (3.5 yrs) for troublemakers in #ML #AI who want to design the next gen of #probabilistic #models and #programs that are provably #reliable and #efficient Join @InfAtEd @EdinburghUni Email me! ✉️ Please share! 🔁 Apply 👉nolovedeeplearning.com/buysellexchang…
"Evaluating vaccine allocation strategies using simulation-assisted causal modeling" now out at Cell Patterns! With @armin_kekic @JonasDehning @luigigres @JKugelgen @priesemannlab @bschoelkopf cell.com/patterns/fullt…
Three days of stimulating talks, poster sessions & discussions: Our joint ELLIS-CIFAR workshop on Causal Representation Learning @MPI_IS in Tübingen is coming to an end today. Thanks to the amazing researchers who joined it! We're looking forward to a repetition! @CIFAR_News
Krikamol@CISPA @krikamol
2K Followers 1K Following Chief Scientist/Faculty at Rational Intelligence (RI) Lab @CISPA; Chief Research Officer (CRO) @ https://t.co/DSonRM9oDA; Previously @MPI_IS, @MahidolU, @uclcs, @GatsbyUCL.
antonio vergari 💥 .. @tetraduzione
4K Followers 1K Following human being | associate prof in #ML #AI @ancAtEd | PI of #APRIL https://t.co/7uTqRZtmEd | #probabilistic #models #tractable #generative #neuro #symbolic |
Sindy Löwe @sindy_loewe
3K Followers 360 Following PhD Student with @WellingMax at the University of Amsterdam. Deep Learning with Structured Representations.
Patrik Reizinger @rpatrik96
949 Followers 150 Following 🇭🇺 🇪🇺 PhD student in ML @uni_tue, IMPRS-IS @MPI_IS, @ELLISforEurope. Causal representation learning, identifiability. https://t.co/TPP2SvzXAT
Julius von Kügelgen @JKugelgen
2K Followers 323 Following Postdoc with Jonas Peters at ETH. Interested in causal inference and machine learning. PhD from @MPI_IS and @CambridgeMLG. Banner credit: @xkcd.
Chandler Squires @chandlersquires
2K Followers 233 Following Final year PhD student @ MIT. Causal structure & representation learning. Interested in philosophy of science/mind. causaldag: https://t.co/Oq0CGwPXDz…
Adrián Javaloy @javaloyML
668 Followers 1K Following PhD student @SIC_Saar. Previously visitor @InfAtEd and student @MPI_IS @UMU.
Taco Cohen @TacoCohen
21K Followers 3K Following Deep learner at FAIR. Into codegen, equivariance, generative models. Spent time at Qualcomm, Scyfer (acquired), UvA, Deepmind, OpenAI.
Sara Magliacane (she/.. @saramagliacane
3K Followers 1K Following Assistant professor @AmlabUva @UvA_Amsterdam & Research Scientist @MITIBMLab , #causality #CausalRepresentationLearning #causalityInspiredML, 🇮🇹🇸🇮 in 🇳🇱
Martina Contisciani @mcontisc
991 Followers 961 Following Postdoctoral Researcher @dnds_ceu. Previously, PhD @MPI_IS. Interested in probabilistic generative models, statistical inference, and network science.
Vincent Stimper @VStimper
750 Followers 372 Following PhD student in Machine Learning at @Cambridge_Uni and @MPI_IS | Incoming Research Scientist @IsomorphicLabs. Former research intern at @Microsoft and @Amazon.
Simone Scardapane @s_scardapane
7K Followers 673 Following I fall in love with a new #machinelearning topic every month 🙄 Tenure-track Ass. Prof. @SapienzaRoma | Previously @iaml_it @SmarterPodcast | @GoogleDevExpert
Cansu Sancaktar @CcansuSancaktar
341 Followers 242 Following PhD Student @ Max Planck Institute for Intelligent Systems | Working on getting robots to play like children with unsupervised RL 🤖
Cian Eastwood @CianEastwood
597 Followers 610 Following Machine learning PhD student @InfAtEd and @MPI_IS
Rickard Karlsson @RdKarlsson
295 Followers 228 Following PhD student working on causal inference & ML @tudelft
Osman Ali Mian @osmanmian
258 Followers 327 Following Ph.D. Student. Causal Inference and Discovery @CISPA Helmholtz Center for Information Security | Mastodon: @[email protected]. | Opinions are my own.
Gemma Moran @gemma_e_moran
608 Followers 649 Following Assistant Professor @RutgersU Statistics | PhD from @Wharton Statistics | previously postdoc @blei_lab | she/her
Battista Biggio @biggiobattista
3K Followers 2K Following Full Professor at University of Cagliari (Italy), Co-Founder of Pluribus One. #Security of #MachineLearning, #CyberSecurity & #ComputerVision
Pierre Ablin @PierreAblin
5K Followers 338 Following Machine learning research scientist at @Apple. I mostly tweet about optimization, stats and ML.
Dibyajyoti Acharya @DibyajyotiAch04
133 Followers 5K Following Student, Learner, Explorer 🤓 Interested in all things AI.
Sonja Ning Tang @sonjantang
85 Followers 247 Following PhD student in Biostatistics @imperialcollege and @CentreEnvHealth; Google Scholar: https://t.co/DiTbMzurrz
Rosalie Kanan @kanan_rosa
50 Followers 5K Following
Shimeng Huang @s24huang
35 Followers 303 Following PhD student of statistics at Copenhagen Causality Lab (CoCaLa), University of Copenhagen.
Matteo Bonvini @bonv3
391 Followers 604 Following Assistant professor in the department of statistics at Rutgers University
Norma_ @Norma200954525
9 Followers 1K Following
Chacha Chen @chachaachen
722 Followers 1K Following PhD @ChicagoHAI @UChicagoCS, studying human-centered ML.
Dual @asknshld
0 Followers 89 Following
Gauri Tulsulkar @GTulsulkar
31 Followers 2K Following
Alexandre Lacoste @alex_lacoste_
773 Followers 414 Following MegaSenior Research Scientist at ServiceNow Research, Former Google. WebAgents, Remote Sensing, Climate Change, Opinions are my own
Valentina Zantedeschi @vzantedesc
279 Followers 364 Following Sr Research Scientist at @ServiceNowRSRCH, formerly @ai_ucl @Inria_Lille @FDL_Europe @LabHubertCurien @IBMResearch
Luca Tubiana @Tubiana.. @LucaTubiana
132 Followers 222 Following Associate professor of applied physics at the university of Trento, with an interest for biopolymers, viruses, computers, and data science
Majeed Kazemi @MajeedKazemi
1K Followers 2K Following PhD student in CS @UofT with @ToviGrossman HCI + Computing Education + Coding / Creativity Support Tools Prev: @MSFTResearch + MSc @HCIL_UMD with @JonFroehlich
HCLSoftware @HCLSoftware
40K Followers 15K Following We develop, market, sell, and support software for AI and Automation, Data, Analytics and Insights, Digital Transformation, and Enterprise Security.
Alex Meterez @alexmeterez
125 Followers 566 Following Incoming CS PhD student @Harvard, @MPI_IS, @ETH_en, @upb1818, @IBMResearch, @Adobe
Helik Thacker @thackerhelik
77 Followers 2K Following Reinforcement Learning at Samsung Semiconductor India R&D. I love board games (both playing and writing programs for them).
Stathis Megas @St_Megas
151 Followers 354 Following Mathematical Design of Deep Learning Architectures | Applications in bio, medicine and physics @teichlab @MarioniLab @SangerInstitute @Cambridge_Uni @CERN
Riccardo Conci @r_conci
61 Followers 872 Following
Flavio Martinelli @FlaviohMar
129 Followers 359 Following I like brains 🧟♂️ 🧠 PhD student in computational neuroscience @compneuro_epfl
Giulia Mazzini @giuliammaz
189 Followers 624 Following Biomedicine PhD student at University of Zürich @uzh_en @uzh_vetsuisse. Interested in neuroscience and metabolism.
Christina @heinzedeml
502 Followers 250 Following Research Scientist at 🍏 Prev: Seminar for Statistics, ETH Zurich. Causality, distributional robustness, deep representation learning.
Partha Ghosh @partha_ghosh0
388 Followers 201 Following Postdoctoral researcher in computer vision and Ml
Pinka Capon @CaponPinka4298
19 Followers 495 Following
Timothy Kassis @TimothyKassis
1K Followers 833 Following Head of AI & Data Science @matterworks_bio. Ph.D. in Bioengineering. Previously @MIT, @GeorgiaTech and @UniofNottingham.
Jan Schneider @JanS1854
22 Followers 40 Following ELLIS PhD student at @MPI_IS. Working on reinforcement learning and robotics.
UriShimron @UriShimron
190 Followers 2K Following Data Scientist. NL/ENG. Opinions are mine, but they can be yours too if you want! The book was better than the movie, btw
Tohatiez @tohatiez80284
203 Followers 1K Following
Tristan Deleu @TristanDeleu
1K Followers 315 Following PhD candidate @Mila_Quebec - Probabilistic modeling, Causal discovery - Previously: @snips, @ENS_ParisSaclay
Stratis Tsirtsis @stratis_
423 Followers 429 Following PhD student @mpi_sws_ @maxplanckpress. Interested in machine learning, decision making, and causality. Previously at @Meta, @ntua.
Zeju Qiu @QiuZeju
26 Followers 111 Following
caglarhizli @caglarhizli
54 Followers 253 Following
Apostolos Lymperis @ApostolosLymp
137 Followers 177 Following Commercialising Causal AI at @causaLens
Aaditya Ura ( looking.. @aadityaura
758 Followers 885 Following ML Researcher | Focus on Representation Learning on Graphs and Manifolds | NLP | Generative Modeling | Healthcare - Looking for a funded PhD
Wouter van Amsterdam @WvanAmsterdam
578 Followers 582 Following machine learning, causal inference, health care
Walter Nelson @walternelson0
1 Followers 67 Following Data Science @HamHealthSci // MSc Statistics @UofT // Currently working on machine learning for health care.
Pablo Rodríguez Mier @PabloRMier
994 Followers 1K Following Scientist at @saezlab, @uniklinik_hd, Heidelberg University. Mathematical modeling / ML & AI for biological systems. @[email protected]
Dennis Frauen @dennisfrauen
135 Followers 241 Following PhD student @ LMU Munich. Interested in causal inference & machine learning
Donato Crisostomi @Ne.. @DonatoCrisosto1
137 Followers 377 Following PhD student @ Sapienza, Rome | ex Applied Science intern @ Amazon Search, Luxembourg | ex Research Science intern @ Amazon Alexa, Turin
Soshin Ome @riuko719
37 Followers 433 Following Postgraduate student, research interest in Graph Neural Networks, Neural Ordinary Differential Equations and Deep Generative Models.
Massimiliano Mancini @massi_manc
458 Followers 348 Following Assistant professor (RTD-a) @ Multimedia and Human Understanding Group, @UniTrento_DISI
Yann LeCun @ylecun
710K Followers 718 Following Professor at NYU. Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.
Krikamol@CISPA @krikamol
2K Followers 1K Following Chief Scientist/Faculty at Rational Intelligence (RI) Lab @CISPA; Chief Research Officer (CRO) @ https://t.co/DSonRM9oDA; Previously @MPI_IS, @MahidolU, @uclcs, @GatsbyUCL.
antonio vergari 💥 .. @tetraduzione
4K Followers 1K Following human being | associate prof in #ML #AI @ancAtEd | PI of #APRIL https://t.co/7uTqRZtmEd | #probabilistic #models #tractable #generative #neuro #symbolic |
Sindy Löwe @sindy_loewe
3K Followers 360 Following PhD Student with @WellingMax at the University of Amsterdam. Deep Learning with Structured Representations.
Patrik Reizinger @rpatrik96
949 Followers 150 Following 🇭🇺 🇪🇺 PhD student in ML @uni_tue, IMPRS-IS @MPI_IS, @ELLISforEurope. Causal representation learning, identifiability. https://t.co/TPP2SvzXAT
Julius von Kügelgen @JKugelgen
2K Followers 323 Following Postdoc with Jonas Peters at ETH. Interested in causal inference and machine learning. PhD from @MPI_IS and @CambridgeMLG. Banner credit: @xkcd.
Michael Bronstein @mmbronstein
43K Followers 4K Following #DeepMind Professor of #AI @UniofOxford / Fellow @ExeterCollegeOx / ML Lead @ProjectCETI / https://t.co/kZpGpDzYeV
Chandler Squires @chandlersquires
2K Followers 233 Following Final year PhD student @ MIT. Causal structure & representation learning. Interested in philosophy of science/mind. causaldag: https://t.co/Oq0CGwPXDz…
NeurIPS Conference @NeurIPSConf
111K 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].
Adrián Javaloy @javaloyML
668 Followers 1K Following PhD student @SIC_Saar. Previously visitor @InfAtEd and student @MPI_IS @UMU.
Taco Cohen @TacoCohen
21K Followers 3K Following Deep learner at FAIR. Into codegen, equivariance, generative models. Spent time at Qualcomm, Scyfer (acquired), UvA, Deepmind, OpenAI.
Sara Magliacane (she/.. @saramagliacane
3K Followers 1K Following Assistant professor @AmlabUva @UvA_Amsterdam & Research Scientist @MITIBMLab , #causality #CausalRepresentationLearning #causalityInspiredML, 🇮🇹🇸🇮 in 🇳🇱
Judea Pearl @yudapearl
76K Followers 187 Following Student of causal inference, human reasoning, and history of ideas, all viewed through the sharp lens of artificial intelligence.
Kevin Patrick Murphy @sirbayes
42K Followers 334 Following Research Scientist at Google Brain / Deepmind. Interested in Bayesian Machine Learning.
Martina Contisciani @mcontisc
991 Followers 961 Following Postdoctoral Researcher @dnds_ceu. Previously, PhD @MPI_IS. Interested in probabilistic generative models, statistical inference, and network science.
Max Welling @wellingmax
32K Followers 429 Following
Arthur Gretton @ArthurGretton
9K Followers 730 Following Professor in Machine Learning, Gatsby Computational Neuroscience Unit Research Scientist, Google DeepMind @[email protected]
Zoubin Ghahramani @ZoubinGhahrama1
24K Followers 615 Following VP Research, Google DeepMind, ex-head of Google Brain. Professor at University of Cambridge. Machine Learning Researcher. ex-Chief Scientist & VP of AI, Uber.
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
Alexandre Lacoste @alex_lacoste_
773 Followers 414 Following MegaSenior Research Scientist at ServiceNow Research, Former Google. WebAgents, Remote Sensing, Climate Change, Opinions are my own
Luca Tubiana @Tubiana.. @LucaTubiana
132 Followers 222 Following Associate professor of applied physics at the university of Trento, with an interest for biopolymers, viruses, computers, and data science
Amit Sharma @amt_shrma
4K Followers 523 Following Researcher @MSFTResearch. Co-founder pywhy/dowhy. Work on causality & machine learning. Searching for a path to causal AI https://t.co/tn9kMAmlKw
Alexandre Drouin @alexandredrouin
858 Followers 611 Following Lead Research Scientist at ServiceNow Research / Adjunct Professor @universitelaval. I study machine learning, causal inference, and bioinformatics.
Valentina Zantedeschi @vzantedesc
279 Followers 364 Following Sr Research Scientist at @ServiceNowRSRCH, formerly @ai_ucl @Inria_Lille @FDL_Europe @LabHubertCurien @IBMResearch
Sandro Scandolo @SandroScandolo
1K Followers 1K Following dad x 3, husband x 1, boomer, runner, culinarian, STEMinist, purports to save the world teaching #physics, head of research https://t.co/3cLeRVKv96 #UNESCO #IAEA
Flavio Martinelli @FlaviohMar
129 Followers 359 Following I like brains 🧟♂️ 🧠 PhD student in computational neuroscience @compneuro_epfl
Silvia Chiappa @csilviavr
3K Followers 255 Following Machine Learning Researcher @GoogleDeepMind @uclcs Member of @ELLISforEurope
Christina @heinzedeml
502 Followers 250 Following Research Scientist at 🍏 Prev: Seminar for Statistics, ETH Zurich. Causality, distributional robustness, deep representation learning.
University of Copenha.. @UCPH_Research
18K Followers 97 Following Research and innovation news from the University of Copenhagen | For tweets in Danish: follow @koebenhavns_uni | #scicomm #research #science
Niels Richard Hansen @nielsrhansen
141 Followers 97 Following Professor in computational statistics, University of Copenhagen.
Yuki @y_m_asano
3K Followers 681 Following Assistant Professor for Computer Vision and Machine Learning at the QUVA Lab, @UvA_Amsterdam. Previously @Oxford_VGG, @OxfordAI, interned @facebookai
David Duvenaud @DavidDuvenaud
28K Followers 3K Following Machine learning prof @UofT. Working on generative models, inference, & latent structure.
Yang Song @DrYangSong
10K Followers 886 Following Leading the Strategic Explorations team @OpenAI. Score-Based Models. Diffusion Models. Consistency Models.
Tristan Deleu @TristanDeleu
1K Followers 315 Following PhD candidate @Mila_Quebec - Probabilistic modeling, Causal discovery - Previously: @snips, @ENS_ParisSaclay
Parrinello Group @GroupParrinello
5K Followers 73 Following Prof. Michele Parrinello research group Molecular simulations at the interface of Physics, Chemistry & Biology IIT Genova @IITalk Account run by PhDs/postDocs
Project CETI @ProjectCETI
3K Followers 382 Following Project CETI is a nonprofit organization applying machine learning and robotics to listen to and translate the communication of whales in Dominica. #ProjectCETI
Zeju Qiu @QiuZeju
26 Followers 111 Following
Leonard Bernstein @LennyBernstein
13K Followers 1K Following World-renowned musician 🎹, composer ✍🏼, conductor 🎫, educator 🎼, and humanitarian 🕊🌎 | (August 25, 1918 - October 14, 1990)
Jascha Sohl-Dickstein @jaschasd
19K Followers 623 Following Member of the technical staff @ Anthropic. Most (in)famous for inventing diffusion models. AI + physics + neuroscience + dynamics.
Wouter van Amsterdam @WvanAmsterdam
578 Followers 582 Following machine learning, causal inference, health care
Walter Nelson @walternelson0
1 Followers 67 Following Data Science @HamHealthSci // MSc Statistics @UofT // Currently working on machine learning for health care.
Valentin De Bortoli @ValentinDeBort1
1K Followers 194 Following Research scientist at DeepMind London.
Donato Crisostomi @Ne.. @DonatoCrisosto1
137 Followers 377 Following PhD student @ Sapienza, Rome | ex Applied Science intern @ Amazon Search, Luxembourg | ex Research Science intern @ Amazon Alexa, Turin
David Reber @davidpreber
26 Followers 71 Following #AIsafety, interpretability, and causality. PhD student in CS @ #UChicago.
Massimiliano Mancini @massi_manc
458 Followers 348 Following Assistant professor (RTD-a) @ Multimedia and Human Understanding Group, @UniTrento_DISI
Inwoo Hwang @InwooRyanHwang
117 Followers 490 Following PhD student @ Seoul National University, w/@sanghack. Interested in the intersection of causality and machine learning. Currently looking for internship in 2024
Weiyang Liu @Besteuler
1K Followers 635 Following Curiosity-driven researcher @Cambridge_Uni & @MPI_IS. All opinions are my own.
Thaddäus Wiedemer @thwiedemer
93 Followers 202 Following PhD student at @MPI_IS + @uni_tue. Researching systematic/compositional generalization & robustness
Amin Mansouri @m_amin_mansouri
405 Followers 474 Following MSc from @Mila_Quebec. Former intern @ICepfl, @ETH_en, @RIKEN_AIP_EN
Divyat Mahajan @divyat09
401 Followers 661 Following Ph.D. Student @Mila_Quebec, UdeM | Visiting Researcher @AIatMeta Causality, Trustworthy ML | Former: @MSFTResearch @IITKanpur
Aleksander Molak (at .. @AleksanderMolak
2K Followers 1K Following Causality for Machine Learners: https://t.co/n5xASwzYSu Podcast: https://t.co/4FWOtSWRDj Best-Selling Author || Advisor Teaching Causality @ Oxford TLV/WAW
Clémentine Dominé �.. @ClementineDomi6
2K Followers 2K Following PhD student @GatsbyUCL| Masters Theoretical Physics @OfficialUoM| @UCLA | Previously @SapienzaRoma | @CERN | @EPFL | Music Art Creator @Artlovessciences
Pasquale Minervini �.. @PMinervini
7K Followers 4K Following Researcher in ML/NLP at the University of Edinburgh (faculty @InfAtEd @EdinburghNLP), @ELLISforEurope, @UCL_NLP, PI for @Clarify2020, https://t.co/WydvfU8ugz he/they
Partha Ghosh @partha_ghosh0
388 Followers 201 Following Postdoctoral researcher in computer vision and Ml
Emile van Krieken @EmilevanKrieken
2K Followers 1K Following Postdoc @ University of Edinburgh | Neurosymbolic Machine Learning
Oscar Clivio @oscar_clivio
145 Followers 135 Following PhD student @OxfordStats @StatMLIO. Causal inference and machine learning.
Emanuele Marconato @ema_marconato
474 Followers 711 Following National PhD student in Artificial Intelligence at @Unipisa and @UniTrento_DISI. Past MSc at @unito and visiting student at Clarendon Lab in @UniofOxford.
Matthias Bauer @MatthiasSBauer
925 Followers 168 Following Research Scientist at DeepMind. All opinions are my own
Simon Bing @sm_bing
161 Followers 172 Following PhD student in the Climate Informatics group at @TUBerlin, working on causality, representation learning and climate. Previously @MPI_IS and @ETH. (he/him)
Dingling Yao @Dingling_Yao
66 Followers 92 Following
Mistral AI @MistralAI
90K Followers 0 Following Fast, open-source and secure language models. Join us https://t.co/INALdNGvCP
Our paper on dynamical regimes of diffusion models is out arxiv.org/abs/2402.18491 ! A great collaboration with @MarcMezard T. Bonnaire @ValentinDeBort1 analysing generative AI using statistical physics concepts and methods, in particular symmetry breaking & glass transitions.
This week at CARE, we depart from disentangled rep learning and move towards identifiability of concepts in large models with a talk by @victorveitch. Join us!
This week at CARE, we'll have @victorveitch talking about linear structure of high level concepts in LLMs... (and how one can reconcile all the notions of "linear representations"). Don't miss it. portal.valencelabs.com/events/post/li…
Excited about this new preprint with Daniil and @kristo arxiv.org/abs/2402.16778 We show a Ω(log T) lower bound for Differentially Private Online learning, even for finite Littlestone classes. This shows a separation between DP and non-DP online learning in mistake bound model.
I'm giving a talk on the linear representation hypothesis Thursday at CARE---check it out
This week at CARE, we'll have @victorveitch talking about linear structure of high level concepts in LLMs... (and how one can reconcile all the notions of "linear representations"). Don't miss it. portal.valencelabs.com/events/post/li…
📢 here's a new 𝚐𝚊𝚍𝚓𝚒𝚍 for Causal Structure Learning: 𝐆raph 𝐀𝐃𝐉ustment 𝐈dentification 𝐃istances to compare DAGs or CPDAGs (!) in terms of the identifying formulas they suggest for causal effects. 💻 Try it: pip install gadjid 📚 Read it: doi.org/10.48550/arXiv… 1/
I'm proud to announce that I received a PhD prize by G-Research including a monetary award of £10k. Thanks @GRESEARCHjobs for this generous appreciation of the research I did in the past 4 years! 🎉
thanks for inviting me! 💙🔥💙
Our stellar lineup of lecturers at Nordic #ProbAI 2024 in Copenhagen 🇩🇰: @WouterBoomsmaDK, @jesfrellsen, Daniel Hernández-Lobato, Andrew R. Johnson, @HelgeLangseth, @charlesm993, @ascerdan, Silja Renooij, @adelehr, @tetraduzione, @OleWinther1, @tdyhren and @andresmasegosa. ✨ 4/5
Formally speaking, it shouldn't be possible. Using a benchmark based on @yudapearl ladder of causation (association < intervention < counterfactual), @ZhijingJin et al. show that GPT-4 struggles with counterfactual reasoning, obtaining only 60% accuracy. arxiv.org/abs/2312.04350
Wait, how can LLMs talk causality? @matej_zecevic et al. contend that LLMs are still learning correlations, but correlations about causal facts. So, what appears as causal reasoning may simply be retrieval of causal facts (much like a domain expert). arxiv.org/abs/2308.13067
Subsequent work by @vzantedesc @alexandredrouin & others extended LLMs to learn causal graphs & work with discovery algorithms. arxiv.org/abs/2307.02390 LLM-based discovery has led to one of the biggest advances in causal inference, reducing the manual effort for any new problem.
OpenAI's Sora has reignited discussions on causal reasoning in today's ML systems. Seems a binary divide: do they have causal reasoning/a world model? Or not? But reality is much more complicated. Here's a 🧵summarizing last year's research on generative models and causality.
Copenhagen caput mundi this year! (alongside Vienna)
📢 Applications are open for #ProbAI on 17-21 June, 2024! We will cover topics on probalistic models, variational approximations, deep generative models, latent variable models, normalizing flows, neural ODEs, probalistic programming, and much more. nordic.probabilistic.ai
Congratulations, Julius, well deserved! Your research has always been and remains very inspiring for me.
On Friday, I successfully defended my PhD thesis "Identifiable Causal Representation Learning: Unsupervised, Multi-View, and Multi-Environment" in Cambridge, examined by Profs @jmhernandez233 and @RavikumarPrad. I'm particularly delighted to have passed with no corrections 🎉
Congratulations, Martina! 🎉 Looking forward to welcoming you in our group!
⏭️ As a next step, I will soon start a postdoc position in Vienna, working with Prof. Tiago P. Peixoto in the Department of Network and Data Science at the Central European University (CEU)!
🎉 Last week, I successfully defended my PhD thesis “Probabilistic generative models for inference on complex systems”! It took me a while to realize that it's over, and I want to thank my advisor Caterina De Bacco for her constant support and for building a fantastic group. 🎓
On Friday, I successfully defended my PhD thesis "Identifiable Causal Representation Learning: Unsupervised, Multi-View, and Multi-Environment" in Cambridge, examined by Profs @jmhernandez233 and @RavikumarPrad. I'm particularly delighted to have passed with no corrections 🎉
I also want to thank all my fantastic mentors & co-authors, especially @luigigres who has been a great partner in crime for countless projects, as well as @MichelBesserve, @FrancescoLocat8, @CianEastwood, @amirhkarimi_ & @IValeraM, whom I've also worked particularly closely with.
Join DDSA's community of young data scientists! Apply for our PhD and Postdoc Fellowship programs, and our Cross-Academy PhD Scholarships before the approaching deadlines on February 7 and 28. Explore the details and apply at👉ddsa.dk #GrowingDanishDataScience
A few months ago, with @laurafoini and J. Kurchan, we discussed a microcanonical projection of a quantum operator, its spectrum, and the retrieval of canonical many-time correlations from it. It is now published on @quantumjournal: WOW! quantum-journal.org/papers/q-2024-…
Trends for United States
You might like
