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ALT 2023 accepted papers algorithmiclearningtheory.org/alt2023/accept…
This is an interesting new paper on the topic of feature learning. They show that several aspects of feature learning in neural nets can be reproduced in a simpler kernel-based model dubbed a “Recursive Feature Machine” (RFM) arxiv.org/abs/2212.13881
TheoretiCS has launched its first issue! theoretics.episciences.org/volume/view/id… TheoretiCS is a new, peer-reviewed Diamond Open Access electronic journal covering all areas of Theoretical Computer Science. Looking forward to seeing how the journal develops.
One of my pet peeves is this thing in US culture which urges people to come up with a "cool" story of their life, starting from a poor miserable state, shining into a successful career. It pushes people to come up with bipolar exaggerated narrative of their life ....
The Twitter war against Mastodon in general continues. Various links to Mastodon sites are now being marked as potentially unsafe. I was going to post a link to the discussion, but Twitter won't let me. So I've charted it so you can see it: solipsys.co.uk/Chartodon/1095…
🧵New paper w Nicholas Carlini & @florian_tramer: "Considerations for Differentially Private Learning with Large-Scale Public Pretraining." We critique the increasingly popular use of large-scale public pretraining in private ML. Comments welcome. arxiv.org/abs/2212.06470 1/n
We're excited to welcome Lawrence Saul as our next speaker on Thursday Dec 15 at 4pm! Title: A Geometrical Connection Between Sparse and Low-rank Matrices and Its Uses for Machine Learning Register here: eventbrite.com/e/ml-nyc-speak…
Hiring David will be one of the best decisions you will ever make.
Hiring David will be one of the best decisions you will ever make.
Black-crowned night-heron at CP Pool #birdcpp
Revisit Morphine, the 90s Power Trio Who Played the Two-String Bass, Saxophone & Drums openculture.com/2022/04/revisi…
American Woodcock at Bryant Park earlier this evening #birdcpp
Catbird and American Woodcock at Bryant Park #birdcpp
Ruddy duck and northern pintail at the Reservoir #birdcpp
Clément Canonne @ccanonne_
31K Followers 928 Following Senior Lecturer @Sydney_Uni. Postdocs @IBMResearch, @Stanford; PhD @Columbia. Converts ☕ into puns: sometimes theorems. He/him. @[email protected]Gautam Kamath @thegautamkamath
44K Followers 508 Following Assistant Prof of CS @UWaterloo, Faculty @VectorInst, Canada @CIFAR_News AI Chair. Co-EiC @TmlrOrg. I lead @TheSalonML. Privacy, robustness, 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)Amin Karbasi @aminkarbasi
8K Followers 2K Following Associate Professor at Yale University, staff research scientist at Google.Maxim Raginsky @mraginsky
8K Followers 2K Following father, academic, raconteur, aging wannabe hipster blog: https://t.co/akk6LCvKw6Csaba Szepesvari @CsabaSzepesvari
8K Followers 704 Following "If there is not folly in the world, then the world itself is folly. You must understand that mistakes are not always regrets." - Paul Tobin, Bandette🤠Jason Lee @jasondeanlee
10K Followers 3K Following Associate Professor at Princeton and Research Scientist at Google DeepMind. ML/AI Researcher working on foundations of LLMs and deep learningBen Recht @beenwrekt
26K Followers 365 Following optimization. machine learning. uc berkeley. I blog at https://t.co/fkJujOPsJb The world won't end.Gergely Neu @neu_rips
9K Followers 667 Following ML theory nerd & AI non-enthusiast. thinking a lot about online learning these days!Behnam Neyshabur @bneyshabur
18K Followers 690 Following Senior Staff Research Scientist @GoogleDeepMind, Interested in reasoning w. LLMs, traveling & backpackingFrancesco Orabona @bremen79
6K Followers 394 Following Associate professor at @KAUST_News. Formerly @BU_ece, @sbucompsc, @YahooResearch, @TTIC_Connect. ML theory&practice and history of scienceAlex Dimakis @AlexGDimakis
13K Followers 2K Following UT Austin Professor. Researcher in Machine Learning and Information Theory. National AI Institute on the Foundations of Machine Learning (IFML) Co-director.Boaz Barak @boazbaraktcs
17K Followers 422 Following Computer Scientist. See also https://t.co/EXWR5k634w, https://t.co/SEVX6it6z3 ( @[email protected] , boaz.barak in threads ). Opinions my own.Sam Power @sp_monte_carlo
17K Followers 7K Following Lecturer in Maths & Stats at Bristol. Interested in probabilistic + numerical computation, statistical modelling + inference. (he / him)Michal Valko @misovalko
6K Followers 2K Following Llama @AIatMeta Paris & Inria & MVA - Ex: Gemini and BYOL @GoogleDeepMindAaron Roth @Aaroth
10K Followers 639 Following CS professor at Penn. Amazon Scholar at AWS. Author of The Ethical Algorithm (w/ Michael Kearns). I study machine learning, privacy, game theory, and fairness.Yisong Yue @yisongyue
19K Followers 3K Following Machine Learning @Caltech (@YueLabCaltech). AI for invention at @AsariAILabs. Autonomous Driving at https://t.co/riZHAmvcAr. Senior Program Chair @iclr_conf.Zachary Lipton @zacharylipton
59K Followers 2K Following Professor: CMU/@acmi_lab, CTO / CSO: @AbridgeHQ, Creator: @d2l_ai & https://t.co/QQt98VNLUp, Relapsing 🎷(((ل()(ل() 'yoav))).. @yoavgo
46K Followers 2K FollowingJoey Zhou @JoeyZhouUT
18 Followers 103 Following CS PhD student at UT Austin. RT, likes and comments are all generated by evil AI.Abhinav Gupta @backpropper
655 Followers 5K Following PhD Student @Mila_Quebec | RL and language | Previously @CILVRatNYU @NYU_Courant @GoogleDeepMind @AIatMeta @GoogleAI @MSFTResearch @AdobeResearchMirco Mutti @mirco_mutti
500 Followers 532 Following Postdoc @TechnionLive. PhD from @polimi. Reinforcement learning, but without rewards.Xiangyu Liu @Xiangyu_Liu_
18 Followers 91 FollowingGokul Swamy @g_k_swamy
2K Followers 1K Following phd candidate @CMU_Robotics. ms @berkeley_ai. summers @GoogleAI, @msftresearch, @aurora_inno, @nvidia, @spacex. no model is an island.Shalmali Joshi @shalmali_joshi_
784 Followers 732 Following Assistant Professor, Columbia University. Machine Learning for Health @ColumbiaDBMI. Previously Harvard University, Vector Institute, UT Austinlhgf @HrLhgf
1 Followers 752 FollowingYifan Hao @YifanHao99
17 Followers 68 Following Machine Learning | PhD student @HKUST | B.S. from USTC.A.K. Ruwanpathirana @Kanchanarp
8 Followers 165 FollowingVidya Muthukumar @v__muthukumar
92 Followers 73 Following Assistant Professor of ECE and ISyE at Georgia Tech. Interested in anything involving game theory, statistical and/or online learning. Co-organizer of @let4all.Kaixuan Ji @Kaixuan_Ji_19
451 Followers 881 Following Ph.D. student in CS UCLA, B.E. from Tsinghua Uiversity. Interested in machine learning, especially RL Theory and LLM.Deepak Narayanan @deepaknaray12
189 Followers 551 Following CS @eth_en Thinking about Theory and OptimizationBingrui Li @bingruili_
18 Followers 248 FollowingShubham Chowdhary @codeviser_
32 Followers 247 Following Statistical Learning, Optimization & Control, Game Theory, Reinforcement Learning, Decision Dynamics, Econometrics | ETH Zurich | Ex-Tower ResearchAlan Jeffares @Jeffaresalan
776 Followers 547 Following Multiplying matrices @Cambridge_Uni | PhD student in Machine Learning | Previously MSc @ucl & BSc @ucddublinAlicia Curth @AliciaCurth
3K Followers 496 Following PhD student Machine Learning in Cambridge, Statistician at ❤️ In search of statistical intuition for modern ML & simple explanations for complex things 👀Pulkit Gopalani @GopalaniPulkit
21 Followers 473 Following Grad student, CSE UMich | prev. IIT KanpurReinhard Heckel @HeckelReinhard
410 Followers 287 Following Associate Professor at Technical University of Munich and Adjunct Faculty at Rice UniversityHaixiang Lan @Hx_Lan_
23 Followers 131 FollowingInstitute for Foundat.. @MLFoundations
1K Followers 1K Following IFML is an NSF funded National AI Institute, a collaboration between @UTAustin, @UW, @WichitaState, and @MSFTResearch.Tanmay Devale @devale_tanmay
13 Followers 216 FollowingHoang-Son Nguyen @snng24
2 Followers 423 FollowingAyush Sawarni @ayushsawarni
72 Followers 476 FollowingKevin Han Huang @KevinHanHuang1
247 Followers 400 Following PhD candidate in machine learning @GatsbyUCL. Research focuses on ml motivated probability and statistical theory. He/him. 🌈Chung-En Tsai @chungentsai
46 Followers 260 Following 🇹🇼 Research assistant @ National Taiwan University. (he/him)Lorenzo @ragazzogagaga
112 Followers 2K FollowingMahdi Soltanolkotabi @mahdisoltanol
294 Followers 320 Following Cycling Academic; work on optimization, probability/statistics, theory of deep learning, AI for science/healthcare; director of center on AIF4S @USCGon Buzaglo @gon_buzaglo
156 Followers 336 Following MSc/BSc student in ECE/(CS+Physics) @TechnionLive. Interested in ML theory, love hiking, diving and jazz musicAshvin Jagadeesan @AshvinJagadees1
2 Followers 6 Following Theoretical Computer Science Student @ Columbia University. This is my graveyard for fleeting thoughts.Siyuan Ma @ma3sphere
2 Followers 51 FollowingJianhao Ma @jianhao_ma
431 Followers 891 Following Incoming research intern @AIatMeta | Fourth-year OR Ph.D. candidate at @UMich, interested in optimization and robust ML. https://t.co/KuWfODw4sgShubhada Agrawal @ShubhadaAgrawal
87 Followers 366 Following Postdoc. at Georgia Tech. Ex-TIFR Mumbai | IIT Delhi | Broadly Interested in learning theory, applied probability and optimization.Paul Goldberg @paulwgoldberg
1K Followers 1K Following professor of Computer Science, @CompSciOxford. Theory of CS, game theory, AI in general.Ruiqi Zhang @RuiqiZhang0614
215 Followers 621 FollowingDevica Verma @DevicaVerma
6 Followers 86 Followingmytiktoksarehere @RyGuy6916022256
72 Followers 254 Following Photographer 📷 Videographer 🎥 Not Art AI Generated 🤖📸📽 Mental Health/Human Rights Activist TT mynameis Threads @mytiktoksarehere Formerly/ NewWorldPaperいんそうさん @insou
7K Followers 4K Following ◆駆け出し統計学者◆国立大准教授+国立研究所TL◆旅行とか好き◆娘たちかわいい◆仙台生まれ・東京在住◆KS→UT→ISM→UT+RIKEN◆ 研究室アカウントはこちら→ @imalab_orgClément Canonne @ccanonne_
31K Followers 928 Following Senior Lecturer @Sydney_Uni. Postdocs @IBMResearch, @Stanford; PhD @Columbia. Converts ☕ into puns: sometimes theorems. He/him. @[email protected]Gautam Kamath @thegautamkamath
44K Followers 508 Following Assistant Prof of CS @UWaterloo, Faculty @VectorInst, Canada @CIFAR_News AI Chair. Co-EiC @TmlrOrg. I lead @TheSalonML. Privacy, robustness, machine learning.Jelani Nelson @minilek
22K Followers 184 Following Professor @Berkeley_EECS. Research Scientist (part-time) @GoogleAI. Founder @addiscoder. 🇻🇮🇺🇸🇪🇹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)Maxim Raginsky @mraginsky
8K Followers 2K Following father, academic, raconteur, aging wannabe hipster blog: https://t.co/akk6LCvKw6Csaba Szepesvari @CsabaSzepesvari
8K Followers 704 Following "If there is not folly in the world, then the world itself is folly. You must understand that mistakes are not always regrets." - Paul Tobin, Bandette🤠Jason Lee @jasondeanlee
10K Followers 3K Following Associate Professor at Princeton and Research Scientist at Google DeepMind. ML/AI Researcher working on foundations of LLMs and deep learningBen Recht @beenwrekt
26K Followers 365 Following optimization. machine learning. uc berkeley. I blog at https://t.co/fkJujOPsJb The world won't end.Gabriel Peyré @gabrielpeyre
92K Followers 450 Following @CNRS researcher at @ENS_ULM. One tweet a day on computational mathematics.Gergely Neu @neu_rips
9K Followers 667 Following ML theory nerd & AI non-enthusiast. thinking a lot about online learning these days!Behnam Neyshabur @bneyshabur
18K Followers 690 Following Senior Staff Research Scientist @GoogleDeepMind, Interested in reasoning w. LLMs, traveling & backpackingFrancesco Orabona @bremen79
6K Followers 394 Following Associate professor at @KAUST_News. Formerly @BU_ece, @sbucompsc, @YahooResearch, @TTIC_Connect. ML theory&practice and history of scienceAlex Dimakis @AlexGDimakis
13K Followers 2K Following UT Austin Professor. Researcher in Machine Learning and Information Theory. National AI Institute on the Foundations of Machine Learning (IFML) Co-director.Boaz Barak @boazbaraktcs
17K Followers 422 Following Computer Scientist. See also https://t.co/EXWR5k634w, https://t.co/SEVX6it6z3 ( @[email protected] , boaz.barak in threads ). Opinions my own.Aaron Roth @Aaroth
10K Followers 639 Following CS professor at Penn. Amazon Scholar at AWS. Author of The Ethical Algorithm (w/ Michael Kearns). I study machine learning, privacy, game theory, and fairness.Yisong Yue @yisongyue
19K Followers 3K Following Machine Learning @Caltech (@YueLabCaltech). AI for invention at @AsariAILabs. Autonomous Driving at https://t.co/riZHAmvcAr. Senior Program Chair @iclr_conf.(((ل()(ل() 'yoav))).. @yoavgo
46K Followers 2K FollowingNika Haghtalab @nhaghtal
3K Followers 236 Following Assistant Professor @Berkeley_EECS (ML+Econ+Algorithms). Foundations of Machine Learning, by the people, for the people! Co-founder @let4all.NeurIPS 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].Massimiliano Pontil @MPontil
213 Followers 78 Following Researcher @IITalk, Prof @UCL, co-director @EllisGenoa Machine Learning and StatisticsKirk K @mmmyoso
366 Followers 193 Following Ex-Pat Kama'aina and Friends explore food in San Diego and around the worldML-NYC Speaker Series @MLNYCSeries
266 Followers 39 Following The ML-NYC Speaker Series and Happy Hour is a new monthly event for NYC-based machine learning researchers to meet and watch talks from leading researchersCollin Burns @CollinBurns4
11K Followers 276 Following Superalignment @OpenAI. Formerly @berkeley_ai @Columbia. Former Rubik's Cube world record holder.Sharad Vikram @sharadvikram
1K Followers 510 Following Researcher @ Google Deepmind. I work on JAX + Pallas (https://t.co/lPMsq3yzgL) and Gemini. In the past I worked on Oryx and TFP. I like learning.Savannah Thais 👩�.. @BasicScienceSav
3K Followers 1K Following Intersectional/Interdisciplinary ML research @datascicolumbia. Physics PhD. Passionate about responsible, empowering, ethical tech. Always stay humble and kind.Colin Wright (@ColinT.. @ColinTheMathmo
8K Followers 2K Following Pure Maths PhD, talks & workshops on the Unexpected Emergence of Maths, including in juggling(!) Mostly find me here: @[email protected] (he/him)Christian Lawson-Perf.. @christianp
3K Followers 818 Following I'm not here any more! Go to https://t.co/PRR9kzYglh.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 @BaldertonBrianna Wu @BriannaWu
160K Followers 8K Following Executive Director of @rebellionpac. Former Candidate for US House in MA. Software engineer. Bond dog proponent. 🏎🏍🏃🏻♀️🎮 [email protected]John Platt @johnplattml
25K Followers 166 Following Director of Applied Science @GoogleAI: #ClimateChange, #AIforScience, #QuantumComputing, @GoogleColab [email protected]Parthe Pandit @PartheP
307 Followers 543 Following Postdoc @ HDSI, UCSD (ML, Statistics, Optimization)Kristy Choi @kristychoi_
504 Followers 630 Following CS @Stanford. Previously CS-Stats @Columbia. Machine Learning, Bayesian statistics, generative models.Gloria @Lucent508
15K Followers 8K Following Mostly all birds in NYC, with the occasional landscape photo. My INSTAGRAM handle is: Mizzou159 My POST handle is: glorianycShai Shalev-Shwartz @shai_s_shwartz
2K Followers 133 Following Computer Science @HebrewU; CTO @Mobileye #selfdrivingcars #ai #machinelearning Opinions are my own.Omar Montasser @montasser_omar
146 Followers 191 Following FODSI-Simons Postdoc @UCBerkeley. Previously, PhD @TTIC_Connect. Interested in theoretical aspects of machine learning.The DATUM Lab :: John.. @thedatumorg
439 Followers 149 Following 🔬 The Data Analytics, Understanding, Mining, and Management (DATUM) Lab 🎓 The Ohio State University 👨💻 John Paparrizos - https://t.co/IEybzhYf2FNicolò Cesa-Bianchi @NicoloCB
2K Followers 121 Following Professor at the University of Milan, Italy Machine learning algorithmsMohammed AlQuraishi @MoAlQuraishi
10K Followers 359 Following MLing biomolecules en route to structural systems biology. Asst Prof of Systems Biology and CS @Columbia. Prev. @Harvard SysBio; @Stanford Genetics, Stats.Aadirupa Saha @AadirupaSaha
430 Followers 79 Following Research Interests: Machine Learning - Bandits, Reinforcement Learning, Optimization, Fairness, Privacy.Framework @FrameworkPuter
69K Followers 124 Following Remaking consumer electronics to respect people and the planet. Now shipping the Framework Laptop in 🇺🇸🇨🇦🇬🇧🇩🇪🇫🇷🇳🇱🇮🇪🇦🇹🇦🇺🇧🇪🇮🇹🇪🇸🇹🇼🇵🇱Chi Jin @chijinML
2K Followers 186 Following Assistant Professor @Princeton. Researcher on theoretical foundations of machine learning, reinforcement learning, games and optimization.Thomas Ahle @thomasahle
4K Followers 469 Following Head of ML @NormalComputing. Ex @Meta, @BARCdk, @SupWizAI. Tweets mostly about Math, Probability, AI, ML, Algorithms and Randomness.Emtiyaz Khan @EmtiyazKhan
11K Followers 234 Following Team leader at @RIKEN_AIP_EN. Opinions my own. Follow me at https://t.co/jXDOS1HKXEGreg Yang @TheGregYang
53K Followers 661 Following Cofounder https://t.co/SpHbO7FZNV. Morgan Prize Honorable Mention 2018. Developing the theory of #TensorPrograms and the practice of scaling #neuralnetworks.Kostis Kaffes @kkaffes
857 Followers 1K Following Assistant Prof. @ColumbiaCompSci. Former Google, @Stanford. Athenian.Chelsea Komlo @chelseakomlo
7K Followers 504 Following (Real world) cryptographer. Also at https://t.co/wLuY5u3XNoPierre Alquier @PierreAlquier
8K Followers 5K Following Professor of Statistics @ESSEC_AP 🇸🇬 // Previously @RIKEN_AIP 🇯🇵 @ENSAEparis 🇫🇷 @ucddublin 🇮🇪 🇪🇺 // random posts about research & birds photos // 🌈Min Jin Lee @minjinlee11
85K Followers 6K Following National Book Award Finalist |Manhae Grand Prize for Literature | Guggenheim & Radcliffe Fellow | 💻 American Hagwon |@minjinlee.bsky.social |🧵& IG @lee_minjinEhsan Amid @esiamid
724 Followers 227 Following Senior Research Scientist @GoogleDeepMind 🌱🧠🌼🐝 (opinions my own just in case)Yishay Mansour @YishayMansour
263 Followers 263 Following Professor of Computer Science, Tel Aviv University and Google research.Guy Van den Broeck @guyvdb
4K Followers 2K Following Associate Professor and Samueli Fellow at UCLA @UCLAComSci; Scientist at @RelationalAI; working on Artificial IntelligenceLea Kissner @LeaKissner
26K Followers 399 Following (Now former) CISO @Twitter. Privacy eng, security, crypto & build respect. they/them Trying out @[email protected]kim vu @dcwdkim
2K Followers 273 Following i'm losing my edge to better-looking people with better ideas and more talent, and they're actually really, really niceSteven Strogatz @stevenstrogatz
157K Followers 3K Following Mathematician, writer, Cornell professor. All cards on the table, face up, all the time.Zemel Group @zemelgroup
1K Followers 110 Following The Zgroup: Rich Zemel's research group at @UofT and the @VectorInst. Generative modelling, graph-based ML, learning with little data, and algorithmic bias.Jenny Kroik @jkroik
1K Followers 1K Following NYC Illustrator Commissions: [email protected] More art: https://t.co/5FOZnb78IAFanny Yang @FannyYangETH
926 Followers 89 Following Assistant Professor @CSatETH Zurich and @ETH_AI_Center, heading the Statistical Machine Learning group. Postdoc @Stanford. PhD @Berkeley_EECS. Violinist.joan bruna @joanbruna
3K Followers 231 Following Associate Professor of Computer Science, Data Science & Mathematics (aff), Courant Institute and Center for Data Science, NYU. He/His/HimAdel Javanmard @AdelJavanmard
225 Followers 58 Following Associate Professor of Data Science and Operations @USCMarshall, Computer Science at @USCViterbiAdam Poliak @azpoliak
1K Followers 1K Following Assistant Professor @BrynMawrCollege | PhD from @jhucompsci & @jhuclspI'll be teaching Advanced Machine Learning next semester. Any new material I should cover since SVMs?
After 7th rejection with the same reviews, it might be time to post it on the arxiv, and forget about it.... x.com/nytimes/status…
Rep. Kevin McCarthy of California on Thursday lost a seventh vote for the speakership, leaving the chamber deadlocked for a third day at the start of the Republican rule. Here’s where the vote stands. nyti.ms/3WOLKeK
ALT 2023 accepted papers algorithmiclearningtheory.org/alt2023/accept…
First blog post of the new year, "Memento and Large Language Models" windowsontheory.org/2023/01/03/mem…
@deepcohen Oh they found an old paper of ours (on the expected gradient outerproduct) useful that I really liked but no one cared about! :)
This year I was named an "inspiring fintech female" and took a majority stake in Proof's broker-dealer so it's now a woman-owned business. My mom's summary in her Christmas letter? "Allison continues to do Wall Street stuff." She really makes it sound less impressive.
Announcing that our broker-dealer is now restructured as a woman-owned business! medium.com/prooftrading/a…
One of my pet peeves is this thing in US culture which urges people to come up with a "cool" story of their life, starting from a poor miserable state, shining into a successful career. It pushes people to come up with bipolar exaggerated narrative of their life ....
Good ideas can come from any place. I'd just add that it doesn't matter what and how you celebrate, donating to those in need is so much more gratifying, easy and environmentally friendly way than buying mostly unneeded stuff.
Let’s renew our closeness to the battered people of #Ukraine, persevering in fervent #prayer for our brothers and sisters who are suffering so much. Let us celebrate #Christmas in a humbler way, with simpler gifts, and let us send what we save to the Ukrainian people who need it.
In which @sebalexwill and I talk about this year’s Nobel Prize, point at lasers, and have cool slow mo action shots at @Columbia.
Curious about @Columbia alum John Clauser's Nobel Prize-winning work on entangled photons? @sebalexwill @PhysicsColumbia and @henryquantum @ColumbiaCompSci explain his research and what it means for #quantum science today. youtu.be/z-qJiNQIquc
thrilled to have met some of my personal heroes in new orleans this week!! cc @crowbarrules @SAINTVITUSBAND #NeurIPS2022 #NOLA
Some recent work I'm very excited about, that Fred and myself will be presenting at the score-based methods (SBM) workshop at #NeurIPS2022, tomorrow (Dec 2), room 293 - 294. Come to our poster (10a and 3p CST), and hear Fred talk about it at 12:10 CST.
Score matching is the de facto training method for unnormalized models since it doesn't need evaluation of the partition function. But what is the "statistical cost" of foregoing MLE? New paper with Fred Koehler and (sophomore!) Xander Heckett: arxiv.org/abs/2210.00726
In addition to both (accepted) pangrams, you can spell a country with today’s 7-letter set 🐝 Who’s got it?? Like but don’t spoil!! @NYTGames
Many invariance-based approaches to domain generalization suffer from linear "environment complexity" (# environments needed to identify inv. features). In our #NeurIPS2022 paper, we show a *non end-to-end* feature matching algorithm can achieve logarithmic dependence!
In the invariant feature approach to domain generalization, the goal is to identify invariant features after seeing a small # of environments. How many envs are needed? We study this q in a variant of a toy data model we introduced w @ElanRosenfeld in arxiv.org/abs/2106.09913.
When can you recover the parameters of a model through (simple) SSL tasks like masked token prediction? We study this question in the setting of time-series data (several variants of HMMs) in our #NeurIPS2022 paper.
One (of the very few) things the pandemic made easier is starting collaborations with people geographically far away. New paper with the inimitable @djhsu, my advising partner-in-crime Pradeep Ravikumar, led by our amazing student @BingbinL: arxiv.org/abs/2202.09305
@gabrielpeyre @adad8m Metrics whose "square root" can be embedded in the Euclidean space are called metrics of "negative type" I think. Not every metric is of negative type
Spotify has been investing in reinforcement learning. Check out some work with the brilliant @lucasmaystre at Neurips 2022.
We decided to invest in reinforcement learning as we believe that personalization should deliver a lifetime of content, rather than optimize for clicks. This #NeurIPS2022 paper from colleagues @lucasmaystre and @DanielRuss0 describes some of the work we are doing towards this.