David Evans @UdacityDave
Dad, Teacher, Computer Scientist, Unreasonable Optimist cs.virginia.edu/evans Charlottesville, VA Joined February 2012-
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@pebble_bed @keithmadams Thanks @pebble_bed! Now updated with the last three weeks that were missing.
1/ Most membership inference attacks (MIAs) have seemingly converged to black-box settings, driven by empirical evidence and theoretical folklore suggesting black-box access was optimal. But what if this assumption missed something critical? 😨 tl;dr? It did 🧵
Temporally shifted data splits in membership inference can be misleading ⚠️ Be cautious when interpreting these benchmarks!
1/6 A lot of us are grappling with peer review these days, but its worst manifestation is when prestigious conference awards overlook critical flaws. Case in point: #EMNLP2024’s Best Paper Award. I & @iamgroot42 wrote a blog on what went wrong: anshumansuri.com/blog/2024/cali… 🧵
Wrote a blurb for my submission "adversarial rinsing" 😈🧼 to the 'Erasing the Invisible' competition organized by @bang_an_ @furongh & co - awesome job btw! 🎉 Ranked nowhere near the top lol but a great learning experience! anshumansuri.com/post/eti/
Best book to started is A Pragmatic Introduction to Secure Computation Despite working on MPC for almost 4 years, I refer to this pretty regularly and have my staff at both @hashcloak and @StoffelMPC read it. It's pretty accessible as long as you have high school to first 1 of uni math skills (calculus + linear algebra) securecomputation.org
Thanks, @JaydeepBorkar! I should probably update that someday - its more than 20 years old now, but mostly still true. Even harder now for new students to get an email noticed with all the GPT-generated emails around now, but can still make it clear you've put in some effort.
@EugeneVinitsky Something that worked for me when I was applying was following @UdacityDave blogpost on emailing potential advisors (uvasrg.github.io/prospective/) It has some great advice on doing your homework and writing a brief email :)
I’m recruiting PhD students interested in trustworthy ML and ML for security this cycle! Please reach out via email anytime or find me at @acm_ccs next week. Retweets are greatly appreciated!
Meet Assistant Professor Fnu Suya. His research interests include the application of machine learning techniques to security-critical applications and the vulnerabilities of machine learning models in the presence of adversaries, generally known as trustworthy machine learning.
🌟 Join Our First Lego League Teams! 🚀 🔹 Division 1: One spot open for Grades 5 and 6! 🔹 Division 2: Three spots open for Grades 7 and 8! Don't miss the chance to be part of an exciting journey! 🤖
Does white-box access help with membership inference? 🤔 tl;dr: Yes ✅ Come find Xiao (@xzhang_0427) at the High-dimensional Learning Dynamics (HiLD) Workshop at @icmlconf this Friday to learn more 📊🔍 Prior works (@alexsablay et al. proceedings.mlr.press/v97/sablayroll…) theoretically show how black-box access is optimal for membership inference, and these findings seem to align with folklore and empirical observations around MIAs. However, the underlying assumptions for this theoretical result do not hold for models trained with SGD. We theoretically show that parameter access helps. Our theory also prescribes an attack that can be used for privacy auditing without any reference models. Read the full paper: arxiv.org/pdf/2406.11544 #ICML2024
@iamgroot42 @KhouryCollege @Northeastern @AlinaMOprea Thanks so much, Dr. Suri - and congratulations on a terrific dissertation and outstanding presentation! It has been an honor to be part of your work, and I am excited for all the things you will do at @KhouryCollege and beyond.
@thegautamkamath @ccanonne_ @shortstein Congratulations! This is a much deserved award for highly impactful and beautiful work.
Our MIA evaluation research for LLMs has been accepted at @COLM_conf! 🥳 It's time to think beyond just exact-record membership for privacy audits. Hope to see you in Philly soon! Meanwhile, check out this fascinating collection of related works that have emerged recently 👇
Our work on challenges and inconclusiveness of membership inference attacks on LLMs has been accepted to @COLM_conf!! arxiv.org/abs/2402.07841 This work has instigated new directions and many conversations on MIA evaluations, I will list them here in this thread, add to it!
We will be closed the week of the Fourth of July. Camps will start on July 8 at 8:30 am. Join us for coding and robotics camps for kids aged 6 to thirteen from July 8 to August 16. Register at: buff.ly/3UU8onG Happy Fourth of July! #SummerCamps #CodingRoboticCamps
@UdacityDave Thanks Dave, it was also an honor to be advised you and @Yuantest3 !
Congratulations Suya! Its been a privilege to advise you, and excited to see all the great things you will do at UTK!
🎉 I'm thrilled to announce that I am joining the @EECS_UTK at the University of Tennessee, Knoxville as an Assistant Professor this fall. Grateful for all the support from my mentors and colleagues throughout my academic journey.
The first two days of summer camp have been a smashing success! We still have spots available for next week, June 17 to June 21. Visit our website to sign-up buff.ly/3UU8onG . Hurry, spots are filling up quickly!
Excited to share our work on data minimization for ML! The principle of data minimization is a cornerstone of global data protection regulations, but how do we implement it in ML contexts? 🧵: Let's dive into some insights. 🔗: arxiv.org/abs/2405.19471
Dive into the universe of LEGO Spike Essential at our new location on 2171 Ivy Road, Charlottesville, Virginia. Join us from June 17 to 21, 8:30 AM - 1:00 PM or 5:00 PM, for children aged 6 and 7. Explore more at our website (buff.ly/457yAOJ) #LEGO #SpikeEssential
Brendan Dolan-Gavitt @moyix
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Battista Biggio @biggiobattista
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Nicolas Papernot @NicolasPapernot
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earlence @EarlenceF
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Mathias Payer @gannimo
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Jeremy Epstein 🇨�... @jeremyinfosec
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Keith Adams // Pebble... @keithmadams
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Pebblebed @pebble_bed
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Moh Mah @Entrapic
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Markovian Protocol @MarkovProtocol
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Osie_2x @_OsieSZN
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Stephen Demjanenko @sdemjanenko
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Haojin Wang Applying ... @haojinw2323
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Lorenzo @LorenzoCazz
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Milin Bhade @MilinBhade
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Brendan Dolan-Gavitt @moyix
33K Followers 7K Following Building offsec agents: https://t.co/G9EtnC2Gl3 PGP https://t.co/3WXr0RfRkv
Battista Biggio @biggiobattista
3K Followers 2K Following Full Professor at University of Cagliari (Italy), Co-Founder of Pluribus One. #Security of #MachineLearning, #CyberSecurity & #ComputerVision
Yann LeCun @ylecun
1.3M Followers 788 Following Professor at NYU & Executive Chairman at AMI Labs. Ex-Chief AI Scientist at Meta. Researcher in AI, Machine Learning, Robotics, etc. ACM Turing Award Laureate.
Gautam Kamath @thegautamkamath
66K Followers 626 Following Assistant Prof of CS @UWaterloo, Faculty @VectorInst, Canada @CIFAR_News AI Chair. Joining @NYU_Courant Fall 2026. Co-EiC @TmlrOrg. I lead @TheSalonML.
Nicolas Papernot @NicolasPapernot
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Matthew Green @matthew_d_green
156K Followers 1K Following I teach cryptography at Johns Hopkins. Mostly on BlueSky these days at https://t.co/GI4QlxYTdk.
Adriana Porter Felt @__apf__
67K Followers 964 Following I like writing silly Tweets, but that doesn't pay so I build things at @googledeepmind. Principal Engineer. ex-@googlechrome. volunteer @2ndharvest. 🇺🇸🇨🇷
earlence @EarlenceF
2K Followers 562 Following Prof at @UCSanDiego @ucsd_cse. I hacked a Stop sign once, and it is now in a museum. I also hacked professional bicycles used in the Tour de France.
Zhou (Joe) Li @lzcarl
2K Followers 2K Following Associate Professor at UCI EECS working on cyber-security and privacy. Opinions are my own.
Mathias Payer @gannimo
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Aaron Roth @Aaroth
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Anshuman Suri @iamgroot42
693 Followers 901 Following Research @datologyai | Previously Postdoc @KhouryCollege, Ph.D. @UVA | Interested in data quality x security & privacy.
Niloofar ✈️ icml @niloofar_mire
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Lea Kissner @LeaKissner
24K Followers 372 Following (Now former) CISO @Twitter. Privacy eng, security, crypto & build respect. they/them Trying out @[email protected]
Pin-Yu Chen @pinyuchenTW
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Rosanne Liu @savvyRL
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Ram Shankar Siva Kuma... @ram_ssk
3K Followers 2K Following Data Cowboy @Microsoft. Yes, the job is as cool as it sounds. @BKCHarvard Affiliate. https://t.co/eph3QDsIGB
Siddharth Garg 🌈 @sg1753
1K Followers 761 Following @NYU assoc. professor; #ML, #cybersecurity, and computer hardware researcher; intrepid explorer; #queer; #immigrant; research group: https://t.co/8M8axn335h
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Furong Huang @furongh
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Tuhin Chakrabarty @TuhinChakr
4K Followers 599 Following Assistant Prof @sbucompsc @stonybrooku Visiting Prof → @SFResearch Interests : AI, Writing and Copyright Law Formerly @ColumbiaCompSci
ChatGPT Is Eating the... @ChatGPT8world
454 Followers 154 Following the latest news in ChatGPT + AI + DALL-E + Midjourney + Stable Diffusion (*not affiliated with their makers OpenAI or Microsoft)
Open Source Intel @Osint613
1.6M Followers 1K Following Monitoring Real-Time News & Open Source Intelligence • Middle East • US • World • Geopolitics Commentary • On The Ground • Website • Signal Tips: Osint.613
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451K Followers 6K Following Chief Scientist, Google DeepMind & Google Research. Gemini Lead. Opinions stated here are my own, not those of Google. TensorFlow, MapReduce, Bigtable, ...
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1.5M Followers 178 Following Nobel Laureate. Co-Founder & CEO @GoogleDeepMind - working on AGI. Solving disease @IsomorphicLabs. Trying to understand the fundamental nature of reality.
Owain Evans @OwainEvans_UK
20K Followers 474 Following Runs an AI Safety research group in Berkeley (Truthful AI) + Affiliate at UC Berkeley. Past: Oxford Uni, TruthfulQA, Reversal Curse. Prefer email to DM.
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Megan Gray @megangrA
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Vidushi Dyall @vidushi_law
1K Followers 621 Following @progresschamber Breaking down key developments in important tech cases you should be following.
Khushita Vasant @KhushitaVasant
3K Followers 1K Following chief antitrust correspondent @mlexclusive | former @WSJ, @DowJones | vasant(AT)mlex(DOT)com | RT≠endorsement | Signal: vasant.10
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3K Followers 1K Following Mother of Gen Z boys; grateful wife; immigrant; Catholic; Trump 45 NEC and 47 DOJ AAG; Competition and Technology Chair @AmericanCompass.
UVA Police Division @UVAPolice
8K Followers 71 Following Working to provide a safe learning, living and working environment for the University of Virginia community.Not monitored 24/7. Call 911 to report an emergency.
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76 Followers 145 Following CS PhD student @UVA. Work on RL theory and RL+LLMs.
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Tim Walz @Tim_Walz
1.1M Followers 2K Following Dad, husband, teacher, coach, veteran. 41st Governor of Minnesota. Official account: @GovTimWalz
Haris Riaz @Haaris_Riaz
97 Followers 900 Following PhD student @uarizona @LabCLU. Working on synthetic data, LLM + symbolic reasoning, expert knowledge integration. Currently @ScaleAILabs.
Chawin Sitawarin @csitawarin
327 Followers 685 Following MTS @AnthropicAI. Prev: RS @GoogleDeepMind. Postdoc @Meta. PhD @UCBerkeley. ML security, privacy, robustness.
Chirag Agarwal @_cagarwal
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Wenxi Wang @WenxiWang4
891 Followers 277 Following Assistant Professor@UVA CS, PhD@UT Austin; Research: Advancing Neural–symbolic approaches for software reliability
Gukesh D @DGukesh
207K Followers 568 Following World Chess Champion! 18 th & The Youngest ever!! Enquiries: https://t.co/HYPxABoxpx
Sijun Tan @sijun_tan
2K Followers 489 Following CS PhD @BerkeleySky | Project Lead @rllm_project @Agentica_ | Prev: @AIatMeta @Antgroup
Jack Morris @jxmnop
53K Followers 1K Following research @engramlab // language models, information theory, science of AI
Chris Olah @ch402
153K Followers 183 Following Reverse engineering neural networks at @AnthropicAI. Previously @distillpub, OpenAI Clarity Team, Google Brain. Personal account.
Hugo Larochelle @hugo_larochelle
125K Followers 648 Following Mila Scientific Director. Scientific Lead @adaption_ai, advisor @tiptreesystems & @PrizmalAi. Ex @Google DeepMind & Twitter Cortex. Father of 4.
Lilian Weng @lilianweng
277K Followers 190 Following Co-founder of Thinking Machines Lab @thinkymachines; Ex-VP, AI Safety & robotics, applied research @OpenAI; Author of Lil'Log
Jürgen Schmidhuber @SchmidhuberAI
209K Followers 0 Following OG of: P and T in ChatGPT, 100x deeper learning, meta learning and RSI, neural distillation, GAN/World Model... Co-authored most-cited AI paper of 20th century
Aleksandra Korolova @korolova
3K Followers 3K Following Assistant Professor @PrincetonCS, @PrincetonSPIA, @PrincetonCITP. Work on AI auditing, privacy & fairness. Past: @USCViterbi @Snap @Google @Stanford @MIT
Hunter Leath @jhleath
4K Followers 446 Following the file system company of San Francisco @archildata (YCF24)
Sara Hooker @sarahookr
63K Followers 11K Following Building intelligence that evolves @adaption_ai. Built @Cohere_Labs, @GoogleBrain, @GoogleDeepmind. ML Efficiency, Multimodal\lingual.
Hank Green @hankgreen
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Zakaria Rguibi, PhD . @zakariarguibi05
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Giorgio @cloned_tweets
182 Followers 538 Following AI safety and security research @Microsoft. Evil numerical optimization enthusiast.
Big Tech on Trial @BigTechOnTrial
2K Followers 63 Following Reporting for BIG on the Google Search and Ad Tech antitrust trials, and generally confronting the power of Big Tech. Edited by @matthewstoller and @leehepner.You might like
