Meihua Dang @meihuadang
Ph.D student @StanfordAILab | Previous M.S. student @UCLA StarAI Lab cs.stanford.edu/~mhdang/ Los Angeles, CA Joined March 2017-
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Excited to share that the checkpoints are online at 🤗 HuggingFace. Feel free to check it out! SDXL-DPO: huggingface.co/mhdang/dpo-sdx… SD1.5-DPO: huggingface.co/mhdang/dpo-sd1…
Excited to share that the checkpoints are online at 🤗 HuggingFace. Feel free to check it out! SDXL-DPO: huggingface.co/mhdang/dpo-sdx… SD1.5-DPO: huggingface.co/mhdang/dpo-sd1… https://t.co/6cQnsrHPAy
#ICLR2023 "Scaling Pareto-Efficient Decision Making via Offline Multi-Objective RL". Proposing offline agents that handle conflicting objectives and new MORL dataset & benchmark. On Monday, May 1st. MH1-2-3-4 openreview.net/forum?id=Ki4oc… @meihuadang @adityagrover_
Reliable control of large language models is a crucial problem. We propose GeLaTo (Generating Language with Tractable Constraints), a neuro-symbolic framework that allows LLMs to generate texts following logical/lexical constraints with 100% guarantee. See arxiv.org/abs/2304.07438
Join @meihuadang @guyvdb and me at @2020Pgm to chat about structured-decomposable #ProbabilisticCircuits, what they are, which #tractable inference they support and most importantly how to #learn them from data! paper: pgm2020.cs.aau.dk/wp-content/upl… code: github.com/UCLA-StarAI/St… (SOON)
Nathan Benaich @nathanbenaich
51K Followers 32K Following solo member of investment staff @airstreet, brewing ambition @airstreetcafe, next token predictor @airstreetpressKike Hernández @Xkethus
360 Followers 3K Following Guanajuatense no huachicolero, posthumano, aceleracionista...equisdeGautam Machiraju 🌺 @gmachiraju
643 Followers 4K Following PhD-ing @StanfordAILab w/ @ParagMallick @HazyResearch🌲 AI-driven data copilots for scientific discovery♟️🧬🔬🛰🔭 Powered by prog house, people, 3rd places 🪩✨Mehrab Hossain @_Mehrabhossain
1 Followers 84 FollowingBeom-seok @TiawanWizz36177
34 Followers 276 Following A simple man with his son. always afraid of scammers ❌❌Crazy Universe @Crazy_Universe0
80 Followers 1K FollowingSoupy @adorable_soup
0 Followers 133 FollowingZhimeng Guo @TimeLoverc
116 Followers 1K Following Graduate student in Penn State University. Machine learning.Xiao Liu @xxxxiaol
158 Followers 233 Following PhD student at PKU #NLProc | Prev Visiting Researcher at UCLAMark R. Hinkle @mrhinkle
7K Followers 5K Following I help enterprises understand and use artificial intelligence. Leveraging my 25 years of enterprise software experience in emerging technology to drive results.Thien Do @dotieuthien
32 Followers 146 FollowingJackie @Jackie_III
12 Followers 236 Following interested in physics, m. learning and traveling. post doc. @Alibaba and @Tsinghua_Uni, phd from @SoutheastUni, visiting scholar @nyutandonAbhinav @abhinavdutta555
21 Followers 396 FollowingFabrizio Ventola (fab.. @fabri_ven
129 Followers 359 Following PhD candidate at AI & ML lab @CS_TUDarmstadt (he/him). Research on deep, flexible, and efficient probabilistic models. Mastodon: https://t.co/StBaoELBpbChujie Zheng @ChujieZheng
527 Followers 497 Following LLM alignment and safety #LLMs | Visiting Scholar @CS_UCLA | PhD student @TsinghuaCoAI | he/him/hisMasato Kobayashi @MeRTcookingEN
461 Followers 96 Following Assistant Professor |Robotics & AI | Ph.D. 🤖 |Osaka University, Japan | IEEE IES Best Conf. Paper|JP → @MeRTcooking | This account mainly tweets in English.Jordan @Jlloydhead
401 Followers 5K Following London-Suffolk / Interested in history, philosophy, compter science, and fine art photography (RT≠Endorse)Minh-Quan Le @lmquancs
46 Followers 253 Following Ph.D. Student in CS @ Stony Brook University, working on likelihood-based generative models.Tian Gao @TianGao_19
220 Followers 149 Following CS PhD @Stanford | Prev: @UTAustin and @Tsinghua_Uni | Embodied AI/RL/RoboticsTuc Nguyen-Van @NgTuc
15 Followers 102 FollowingAditya Bora @AdityaB07387307
1 Followers 71 FollowingSourabh Bose @Sourabh_Bose
20 Followers 429 FollowingAleksander 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/WAWYanjie Ze @ZeYanjie
2K Followers 334 Following Incoming CS PhD @Stanford focus on robotics. Prev: @UCSanDiego @Tsinghua_Uni @SJTU1896. In Science We Trust.Paolo Morettin @paolo_morettin
208 Followers 224 Following Probabilistic + logical + algebraic reasoning/learning RTDa @UniTrento_DISI, Marie Skłodowska-Curie fellow Prev. @DTAI_KULeuven On X for academic purposes onlyJiaxing Cui @cuijiaxing
11 Followers 116 FollowingSean @seanmiagogo
1 Followers 47 FollowingViraj Prabhu @virprabh
509 Followers 532 Following Research Scientist at Salesforce AI. Georgia Tech PhD. Interested in all things computer vision / machine learning.Vinicius Santos @santosvtito
3K Followers 3K Following PhD PolSci @ufmg | former visiting researcher @Cambridge_Uni/@CLAS_Cam | @UBARectorado & @unb_oficial | computational social scientist @SenadoFederalCLS @ChengleiSi
2K Followers 3K Following vibing @stanfordnlp | real AGI is the friends we made along the wayshreyansh Parashar @shreyanshpa
3 Followers 171 Following Curious about Tech | seeking opportunities | Learning web developement | Student at Lnct CollegeSu @BilgeSuuuu
1K Followers 1K FollowingAndrew white @Andreww95636515
131 Followers 3K Following 3d modeling. Gaussian splatting, NeRF, Diffusion models, GANs.Yixin Wan @yixin_wan_
1K Followers 892 Following PhD student @UCLAComSci | Trustworthy Generative Models | Previously @AmazonScience, @MSFTResearch AsiaJiafan He @JiafanHe
492 Followers 994 Following CS Ph.D. Candidate @UCLA|@amazon fellow | top reviewer for @NeurIPS 2023Ashima Suvarna 🌻 @suvarna_ashima
291 Followers 479 Following Phd-ing @UCLA | @Deepmind Scholar | Mitacs Scholar '19Jia-Wei Liao @jwliao1209
7 Followers 89 Following CS PhD Student @ NTU| Research Assistant @ Academia Sinica|Ex-AppierXiao Zhang @xiaozhg23
4K Followers 1K Following Collov Founder and CEO @collov_ai Co-founder @museclip PhD in Applied Physics @Stanford 2022 Forbes Global Chinese Top 100C. Pinto • From Lis.. @FLisbonWLove
148 Followers 292 Following Merging Art, Humans, Cyborgs, Music, and AI to reach Singularity 🤖 ᴏɢ ᴀɪ ᴀʀᴛɪsᴛ 👇 ʟɪɴᴋs + ɪɴғᴏ 🇵🇹Shengqu Cai @prime_cai
467 Followers 269 Following CS PhD student @Stanford; former Research intern @Adobe, MS Computer Science @ETH.sempra @sempra44283
38 Followers 424 FollowingGautam Machiraju 🌺 @gmachiraju
643 Followers 4K Following PhD-ing @StanfordAILab w/ @ParagMallick @HazyResearch🌲 AI-driven data copilots for scientific discovery♟️🧬🔬🛰🔭 Powered by prog house, people, 3rd places 🪩✨Tian Gao @TianGao_19
220 Followers 149 Following CS PhD @Stanford | Prev: @UTAustin and @Tsinghua_Uni | Embodied AI/RL/RoboticsChenlin Meng @chenlin_meng
8K Followers 833 Following Co-founder & CTO @pika_labs | ex @StanfordAILab @StanfordSasha Rush @srush_nlp
52K Followers 464 Following Professor, Programmer in NYC. Cornell Tech, Hugging Face 🤗 https://t.co/cZl0wTfqGzShengqu Cai @prime_cai
467 Followers 269 Following CS PhD student @Stanford; former Research intern @Adobe, MS Computer Science @ETH.Pan Lu @lupantech
4K Followers 1K Following PhD @CS_UCLA @uclanlp | Amazon/Bloomberg/Qualcomm/UCLA Fellows | Ex @Tsinghua_Uni @MSFTResearch @allen_ai @Adobe | #NLPoc, LLMs, Reasoning, AI4Math, AI4ScienceSizhe Wei @SizheWei
113 Followers 499 Following Visiting Research Student, New York University @nyuniversity | M.S. & B.S., Shanghai Jiao Tong University @sjtu1896Weixin Liang @liang_weixin
617 Followers 624 Following CS Ph.D. Student @Stanford @StanfordAILab https://t.co/pOjcCS4gUkBram Wallace @bram_wallace
180 Followers 70 FollowingNikhil Naik @nikhil_ai
2K Followers 1K Following Generative AI Research and Applications | Worked at: @MIT, @Harvard, @sfresearch, @GoogleJohn Dang @johnamqdang
335 Followers 662 Following Research Scholar @Cohere @CohereForAI | LLMs, RLHF, Alignment | MS/BS @UCLASyrine @syrineblk
120 Followers 423 Following Postdoctoral fellow Stanford Data Science and Computer Science | PhD WSU CS | IBM PhD Fellow 2021 | MIT EECS Rising Star 2021 https://t.co/p6aZaJSV34Jiarui Lu 卢家睿 @jiarlu
105 Followers 319 Following ML PhD student at @Mila_Quebec. Generative modeling/Molecular simulation/AI4SciKexun Zhang @kexun_zhang
681 Followers 554 Following PhD student at @LTIatCMU. Previously at @ucsbNLP, @ZJU_china. language lover.Ajay Jain @ajayj_
6K Followers 3K Following Co-founder @genmoai. Co-created denoising diffusion (DDPM), DreamFusion, Dream Fields. Ex Ph.D. @berkeley_ai, @googleai, @facebookai, @nvidiaai, @mitAyush Agrawal @ayushh_agrawal
297 Followers 274 Following cs @stanford, gnn+nlp @StanfordAILab || past: ml eng @olorenaiHaotian Liu @imhaotian
6K Followers 397 Following building intelligence @xAI, creator of #LLaVA, cs @UWMadison, prev @MSFTResearchYupeng Hou @yupenghou97
744 Followers 679 Following PhD student @UCSanDiego. Previously Renmin Univ. of China, Tencent, Alibaba Group, Ant Group. Research on LLMs, RecSys, etc.Hexiang (Frank) Hu @Hexiang_Hu
506 Followers 402 Following Research Scientist @GoogleDeepmind | Vision & Language | GeminiStanford AI Lab @StanfordAILab
137K Followers 318 Following The Stanford Artificial Intelligence Laboratory (SAIL), a leading #AI lab since 1963. ⛵️🤖 Emmy-winning video: https://t.co/lV9smZTC1mFan Yin @FanYin63689862
198 Followers 204 Following PhD candidate at UCLA-NLP | former intern at Salesforce Research, Amazon AWS | Robustness/Reliability/Interpretability in NLPDavid Sontag @david_sontag
9K Followers 309 Following CEO & Co-founder @layerhealth. Professor, MIT. Research on machine learning in health care. Part of @MIT_CSAIL, @MIT_IMES, @MITEECS, @AIHealthMITRafael Rafailov @rm_rafailov
3K Followers 637 Following Ph.D. Student at @StanfordAILab. I work on Foundation Models and Decision Making. Previously @GoogleDeepMind @UCBerkeleyHeyang Zhao @HeyangZhao
334 Followers 727 Following PhD @UCLA, || Previously undergrad at IIIS, @Tsinghua_UniChulin Xie @ChulinXie
627 Followers 661 Following CS PhD student at UIUC and student researcher @GoogleAI; Ex research intern @MSFTResearch @NvidiaAISiddharth Joshi @sjoshi804
960 Followers 2K Following ML PhD at @UCLA under @baharanm | Data Curation for Efficient & Robust SSL | Prev @Cisco Research, @Microsoftawxuelong @awxuelong
110 Followers 1K Following Junior interested in the consilience of knowledge in artificial intelligenceHarit Vishwakarma @harit_v
317 Followers 1K Following PhD Student at @WisconsinCS , prev. @iiscbangalore, @IBMResearch Interested in machine learning, statistics and applications.Gantavya Bhatt @BhattGantavya
549 Followers 1K Following Ph.D. Student @UW, MELODI Lab and @uw_wail at @uwcse Formerly @amazonscience, EE undergrad @iitdelhi. An active photographer and Alpinist!Jason Dou @JasonDou9
889 Followers 5K Following Founder. Postdoc in AI @Harvard, PhD in ML @PittTweet/@UPMC, Master from @Cornell, B.S. in CS @PKU1898 & @CarnegieMellon. Love life and entrepreneurship!Daniel Severo @_dsevero
2K Followers 961 Following Info theory and AI @AIatMeta @UofT @VectorInst. Previously @GoogleAI @UFSC 🇧🇷Wenda Xu @WendaXu2
679 Followers 319 Following PHD candidate at UCSB’s NLP lab coadvised by William Wang and Lei LiTri Dao @tri_dao
19K Followers 365 Following Incoming Asst. Prof @PrincetonCS, Chief Scientist @togethercompute. Machine learning & systems.ICML Conference @icmlconf
70K Followers 17 Following Int'l Conf on ML • July 21-27, 2024 (Vienna, Austria) • #icml2024 • Contact: https://t.co/6saHKWV01y • https://t.co/sFwmcQNWkEZijie Huang@Neurips20.. @HuangZi71008374
483 Followers 419 Following CS PhD @UCLA; Research Intern @Amazon @Netflix; Work on #AI4Science, #GNN, #KnowledgeGraph, #DynamicalSystem, #NeuralODE. I am on job market for year 2023-2024.Tengyu Ma @tengyuma
26K Followers 512 Following Assistant professor at Stanford; Co-founder of Voyage AI (https://t.co/wpIITHLgF0) ; Working on ML, DL, RL, LLMs, and their theory.Sudhanshu Agrawal @TheSudhanshuAgr
103 Followers 172 Following ML @ Qualcomm AI Research | CS & Math @ UCLA '23Paolo Morettin @paolo_morettin
208 Followers 224 Following Probabilistic + logical + algebraic reasoning/learning RTDa @UniTrento_DISI, Marie Skłodowska-Curie fellow Prev. @DTAI_KULeuven On X for academic purposes onlyHritik Bansal @hbXNov
614 Followers 2K Following CS PhD @UCLA | Bachelors @IITDelhi | Incoming Student Researcher @GoogleDeepMind | Multimodal ML | LLM | Cricket 🏏Baiting Zhu @BaitingZhu
17 Followers 9 Following Undergrad UCLA 2023 👉 MSCS Stanford 2025. Enthusiastic on AI/ML research.Very excited about this work: diffusion models finally bridging the gap with autoregressive models on language!
Announcing Score Entropy Discrete Diffusion (SEDD) w/ @chenlin_meng @StefanoErmon. SEDD challenges the autoregressive language paradigm, beating GPT-2 on perplexity and quality! Arxiv: arxiv.org/abs/2310.16834 Code: github.com/louaaron/Score… Blog: aaronlou.com/blog/discrete-… 🧵1/n
Announcing Score Entropy Discrete Diffusion (SEDD) w/ @chenlin_meng @StefanoErmon. SEDD challenges the autoregressive language paradigm, beating GPT-2 on perplexity and quality! Arxiv: arxiv.org/abs/2310.16834 Code: github.com/louaaron/Score… Blog: aaronlou.com/blog/discrete-… 🧵1/n
KPEval is 🏆the most holistic keyphrase evaluation benchmark. Forget about Exact Match, BERTScore, etc! We hope KPEval metrics could become the foundation🚀 of almost **all** the keyphrase generation model eval in the future. ❤️Thanks for @DiWu0162 @kaiwei_chang !
Delighted to introduce KPEval, a fine-grained semantic-based keyphrase evaluation framework with state-of-the-art reference-based metric and diverse application-oriented reference-free metrics. Paper: arxiv.org/abs/2303.15422 Toolkit: github.com/uclanlp/KPEval
Thank you for being a wonderful host!
Had the pleasure of hosting Bruno @brunofmr, Harsh @parikh_harsh_, and Benjie @benjiewang_cs at @HDSIUCSD for a mini workshop on causal inference from relational data. Special thanks to Bruno for his insightful talk and excellent tutorial on invariant theory and graph learning.
Diffusion-DPO code is now in Diffusers! Big thanks to @RisingSayak for getting this in there. The implementation's still a bit experimental, but I'm so stoked for the integration. Check it out and happy building! github.com/huggingface/di…
Checkpoints for Diffusion-DPO trained SDXL and SD-1.5 are now available from @meihuadang and @StefanoErmon at the @StanfordAILab! SDXL-DPO obtains 70% win rate over SDXL and is smaller! (1/2) SDXL-DPO: huggingface.co/mhdang/dpo-sdx… SD1.5-DPO: huggingface.co/mhdang/dpo-sd1…
Loving all the SSM excitement 🥳, but... * It doesn't touch FFNs which are basically all the FLOPs * It's an RNN, but it may need a big hidden state. * No LLM result yet with insanely long few-shot retrieval memory. Lots of experiments to be done👩🔬
A new tool has been available since yesterday and it is already added to my workflow. Process in thread
SDXL Turbo is fast but not good for 1024x1024 SDXL DPO achieves better quality but is slow. SDXL DPO TURBO is amazing! Having a link to download this merge is 🥰(just look in the first comment) <- DPO TURBO ........ TURBO ->
Thank @meihuadang and other researchers. I transform DPO Unet to stable diffusion Original formatting with fp16, it can be used in webui comfyui and fooocus now. It looks better than base 1.0 in anime style. huggingface.co/bdsqlsz/dpo-sd…
Excited to share that the checkpoints are online at 🤗 HuggingFace. Feel free to check it out! SDXL-DPO: huggingface.co/mhdang/dpo-sdx… SD1.5-DPO: huggingface.co/mhdang/dpo-sd1…
Check out our Stable Diffusion checkpoints fine-tuned with DPO (Direct Preference Optimization, outstanding paper runner up at Neurips). Paper: arxiv.org/abs/2311.12908
Excited to share that the checkpoints are online at 🤗 HuggingFace. Feel free to check it out! SDXL-DPO: huggingface.co/mhdang/dpo-sdx… SD1.5-DPO: huggingface.co/mhdang/dpo-sd1…
Excited to share that the checkpoints are online at 🤗 HuggingFace. Feel free to check it out! SDXL-DPO: huggingface.co/mhdang/dpo-sdx… SD1.5-DPO: huggingface.co/mhdang/dpo-sd1…
Excited to announce DPO has gone multi-modal! New paper out on RLHF for text-to-image diffusion models! We obtain large-scale state of the art results with 70% win rates against Stable Diffusion XL on human evals! Deep dive below 🧵
⭐️ Awesome! @guyvdb from UCLA is presenting the talk "AI Can Learn from Data. But Can It Learn to Reason?" offering insights from a logical and probabilistic perspective! #MATHAI #NeurIPS23 #Logic #Reasoning #AI
📢 Can't wait to see you at the 3rd #MathAI Workshop in the LLM Era at #NeurIPS2023! ⏰ 8:55am - 5:00pm, Friday, Dec 15 📍 Room 217-219 🔗 mathai2023.github.io 📽️ neurips.cc/virtual/2023/w… Exciting Lineup: ⭐️ Six insightful talks by @KristinLauter, @BaraMoa, @noahdgoodman,…
The #Edinburgh @InfAtEd crew at @NeurIPSConf decompressing! including @henrygouk @loreloc_ @EmilevanKrieken @LaurenNDeLong @bryanlimy @vsimkus and with bonus photo bombing by @jmtomczak!
Come and join us tomorrow at #DLDE workshop. We study how causal inference can be injected in dynamical system modeling, with applications in public health.
⏱️#DLDE workshop (Sat 15:30-16:30) at 🪄 Room 255-257, we present 🌟CAG-ODE to model continuous treatment effects to enable causal inference in dynamical systems. openreview.net/pdf?id=wBFkDlx…
Arrived at #NeurIPS2023! Looking forward to meeting old and new friends! We will present our work on teaching models to ground by descriptions (DesCo) on Wed morning. Also checkout our demo huggingface.co/spaces/zdou083…!
Excited to share our new work DesCo (arxiv.org/pdf/2306.14060…) -- an instructing object detector that takes complex language descriptions (e.g., attributes & relations). DesCo improves zero-shot detection (+9.1 APr on LVIS) and ranks 1st at the #OmniLabel Challenge of CVPR2023!
📢The problem in model alignment no one talks about — the need for preference data, which costs $$$ and time! Enter Kahneman-Tversky Optimization (KTO), which matches or exceeds DPO without paired preferences. And with it, the largest-ever suite of feedback-aligned LLMs. 🧵
🦖 Dynosaur was accepted at EMNLP 2023! #EMNLP2023 In the new version, we further show Dynosaur’s great perf. on Longform! We’ll present Dynosaur in Poster Session 2 14:00-15:30 SGT Preprint: arxiv.org/abs/2305.14327 Code: github.com/WadeYin9712/Dy…
Introducing 🦖Dynosaur: A Dynamic Growth Paradigm for Instruction-Tuning Data Curation! Dynosaur contains 800K generated instruction-tuning data and can ⬆️**dynamically** grow! Project page: dynosaur-it.github.io Preprint: arxiv.org/abs/2305.14327 Code: github.com/WadeYin9712/Dy…
📢Text-to-3D generation via score distillation (DreamFusion, ProlificDreamer, etc.) produces high-quality 3D assets, but can take up to 10 hours to run. We present an acceleration method for all existing approaches based on score distillation and achieves up to 4.7x speedup.
Super proud to be advised by one of the #ForbesUnder30!
Incredibly honored to be in the #ForbesUnder30 list for 2024! forbes.com/30-under-30/20… Thanks to my incredible support team over the years - students, mentors, colleagues, friends, and family.