Victoria X Lin @VictoriaLinML
MTS @thinkymachines | Native Multimodal Intelligence Prev: @AIatMeta @SFResearch • PhD @uwcse victorialin.org San Francisco Bay Area Joined December 2010-
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🤔Can LLMs reason by sampling continuous thoughts — not just tokens? Introducing NF-CoT: Latent Reasoning with Normalizing Flows. It samples continuous chain-of-thoughts directly in the stream of LLM with exact likelihood -- powered by STARFlow. 🌐Page: nf-cot.vercel.app
An insanely technically challenging project has come to a glorious end! I can't emphasize the amount of hard work behind this effort which I hope will influence the trajectory of 3D perception
Big congrats to our SAM 3D team for receiving a Best Paper Honorable Mention at #CVPR26! This prestigious recognition underscores their incredible work pushing the boundaries of computer vision. Read the paper here: arxiv.org/abs/2511.16624
Excited to see 🌟 Mixture-of-Transformers (MoT) ideas continue to scale in native multimodal systems. nvidia.com/en-gb/glossary… In our MoT work, we explored modality-specialized transformer parameters as a path toward building more efficient multimodal foundation models with stronger scaling properties. Cosmos 3 is an impressive instantiation of this design space in physical AI — combining reasoning, world generation, and action within a unified architecture. Congrats to @NVIDIAAI and the broader team on this exciting open-source release! w/ @liang_weixin @liliyu_lili Liang Luo and the team
Cosmos 3 ties everything together. Previous releases separated world generation, physical understanding, and controlled scene generation. Cosmos 3’s MoT architecture unifies these capabilities by pairing an autoregressive reasoner tower with a diffusion-based generator tower.
@DimitrisPapail Imagine Erdos living in modern days
Why did Erdos have so many problems?
We’re bringing back Stanford’s CS25 Transformers course tomorrow! 🤖 It’s open to everyone (in-person + online). Weekly talks (every Thursday) from top AI researchers. One of Stanford’s most popular AI seminar courses. Don’t miss out! More info below 👇 (1/7)
We are offering grants of $100,000 + Tinker credits to researchers advancing the field of human-AI interactivity. Submit your proposals by June 19th! thinkingmachines.ai/news/interacti…
People talk, listen, watch, think, and collaborate at the same time, in real time. We've designed an AI that works with people the same way. We share our approach, early results, and a quick look at our model in action. thinkingmachines.ai/blog/interacti…
Working on the interaction models is a lot of fun at TML! I can't imagine doing that in a turn-based world. Building it from scratch makes a lot of things so much easier. I am very excited about the future of natively multi-modal, multi-stream, multi-task models.
Could @Waymo roll out a “working pod” series where you can comfortably set up your laptop and get work done during the ride?
My solo paper is accepted in ICLR'26 in Brazil. It discovers the training dynamics of grokking behaviors (phase transition memorization -> generalization) in basic settings, and derives provable scaling laws that enables such dynamics to happen. Unfortunately I won't be able to come to Brazil and present. Here is the poster I made, if people are interested to check: yuandong-tian.com/posters/poster… Will mention that paper in the upcoming invited workshop talks as well. Enjoy~
🚨New work: Provable Scaling Laws of Feature Emergence from Learning Dynamics of Grokking (arxiv.org/abs/2509.21519) In this work we propose a mathematical framework, named Li2, that explains the dynamics of grokking (i.e., delayed generalization) in 2-layer nonlinear networks.
@weiyaow1 @thinkymachines Welcome Weiyao! 🙌
@ysu_nlp @NeoCognition Congratulations @ysu_nlp 🎉
Not many PhD students know about compute grants, but they can make a huge difference. During my PhD, I got access to Stability AI's HPC cluster through a small proposal and used it for Self-RAG training. Great practical post by @_emliu!
wrote a guide on getting compute grants as a student, something I wish I did more at the beginning of my PhD. It's honestly one of the highest ROI things you can do as a student (we've gotten 100k+ gpu hrs for roughly 2 weeks of work writing). nightingal3.github.io/blog/2026/04/1…
Stunning crescent moon rising above Stonehenge this morning 🤩😍🌙 Photo credit Nick Bull 🙏 #moon #crescentmoon #sunrise #april #spring
Our parallel reasoning project ThreadWeaver is now open-sourced 🎉! Check out our Data Gen/SFT/RL recipe at github.com/facebookresear… In case you don't know, ThreadWeaver 🧵⚡️ is the first parallel reasoning method to achieve comparable reasoning performance to widely-used sequential long-CoT LLMs, with up to 3x speedup across 6 challenging tasks.
ThreadWeaver Adaptive Threading for Efficient Parallel Reasoning in Language Models
Grateful to Jensen and @nvidia team for their support. Together, we’re working to deploy at least 1GW of Vera Rubin systems, bringing adaptable collaborative AI to everyone. thinkingmachines.ai/nvidia-partner…
AK @_akhaliq
506K Followers 3K Following AI research paper tweets, ML @Gradio (acq. by @HuggingFace 🤗) dm for promo ,submit papers here: https://t.co/UzmYN5XOCi
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Akari Asai @AkariAsai
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AI at Meta @AIatMeta
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Percy Liang @percyliang
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Richard Socher @RichardSocher
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Jacob Andreas @jacobandreas
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Tim Dettmers @Tim_Dettmers
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Yoav Artzi @yoavartzi
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Sewon Min @sewon__min
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Douwe Kiela @douwekiela
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SpaceX @SpaceX
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Shizhe Diao @shizhediao
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Haotian Liu @imhaotian
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Yihe Deng @Yihe__Deng
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Peter Steinberger �... @steipete
548K Followers 2K Following Polyagentmorous ClawFather. Came back from retirement to mess with AI and help a lobster take over the world. @OpenClaw🦞 + @OpenAI
Shibo Hao @Ber18791531
2K Followers 1K Following @thinkymachines | Prev. @UCSanDiego @PKU1898 @AIatMeta @Bloomberg Ph.D. Fellow 🥥Coconut, 🎶Reasoning-via-planning, 🛠️ToolkenGPT
Hannah @hannahnth
201 Followers 172 Following recruiting @thinkymachines. prev. @openai, @stripe, @airbnb. cs at @ucsd. computer science teacher & lover of discrete math and combinatorics.
Cheng Lou @_chenglou
69K Followers 453 Following Worked on: @reactjs, @messenger, @reasonml, @rescriptlang Currently: @midjourney, Pretext
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Ananya Kumar @ananyaku
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Andrew Lampinen @AndrewLampinen
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Andrew Brown @Andrew__Brown__
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Ted Xiao @xiao_ted
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Alexander H. Liu @alex_h_liu
642 Followers 181 Following building talking machines @thinkymachines prev: @MistralAI @MITEECS
Jeff Clune @jeffclune
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Tyler Griggs @tyler_griggs_
1K Followers 639 Following @thinkymachines, PhD @UCBerkeley Sky Lab building SkyRL
Tairan He @TairanHe99
14K Followers 1K Following Researcher @OpenAI. Prev: PhD @CMU_Robotics @NVIDIA @MSFTResearch @sjtu1896 | All Opinions are My Own
Wanchao Liang @wanchao_
1K Followers 275 Following building @thinkymachines ex-PyTorch @ Meta. Opinions are my own
Banghua Zhu @BanghuaZ
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Tessa Barton @tessybarton
4K Followers 1K Following Designer: GPU purse @gpupurse Member: technical staff @thinkymachines Prev: @mosaicML @NYTimes @BrownU
Boyuan Chen @BoyuanChen0
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Martin Ziqiao Ma @ziqiao_ma
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weiyaow @weiyaow1
619 Followers 133 Following MultiModal @ ThinkyMachines SAM 3D ex-FAIR/Meta Superintelligence Lab
Ze Liu @zeliu_
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Tim Li @LiTianleli
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Liliang Ren @liliang_ren
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Pan Lu @lupantech
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Tinker @tinkerapi
8K Followers 1 Following I tink, therefore I am. Post-training API by @thinkymachines
Baifeng @baifeng_shi
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Feng Yao @fengyao1909
1K Followers 808 Following @thinkymachines | PhD-ing @UCSD_CSE Prev. @TsinghuaNLP @MSFTResearch @Amazon
Druv Pai @druv_pai
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Daya Guo @Guodaya
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