AIGC for Fun @LJYtrader
Joined November 2012-
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Diffusion Beats Autoregressive in Data-Constrained Settings Comparison of diffusion and autoregressive language models from 7M to 2.5B params and up to 80B training tokens. Key findings: 1. Diffusion models surpass autoregressive models given sufficient compute. Across a wide…
I believe all professors in the field of AI and machine learning at top universities need to face a soul-searching question: What can you still teach your top (graduate) students about AI that they cannot learn by themselves or elsewhere? It had bothered me for quite some years…
AI for Scientific Search AI for Science is where I spend most of my time exploring with AI agents. This 120+ pages report does a good job of highlighting why all the big names like OpenAI and Google DeepMind are pursuing AI4Science. Bookmark it! My notes below:
What is key of agent decision making? Is there a decision making boundary? I am always thinking of the potential boundary of correct decision making and the uncertainty of this boundary. The alignment of decision making boundary and tool-use boundary led by @WangCarrey…
What is key of agent decision making? Is there a decision making boundary? I am always thinking of the potential boundary of correct decision making and the uncertainty of this boundary. The alignment of decision making boundary and tool-use boundary led by @WangCarrey…
🚨 Data drop! Our team @a16z published benchmarks on revenue growth for AI startups, from our proprietary dataset The median B2B co is going 0 -> $2.1M ARR in year 1, while the median B2C co is going $0 -> $4.2M (yes, consumer startups are growing revenue faster 🤯)
REMINDER: Survival is a necessary precondition for reproduction. *Wait for it* (A metaphor for so much—but mostly losing sight of the thing, especially when males compete for mates) via @SteveStuWill
The Consequences of Liberation Day Following up on my post below from earlier this week, now that we see yesterday's tariff announcements, it appears to me that the first order consequences of them will be significantly stagflationary in the U.S. and significantly…
The Consequences of Liberation Day Following up on my post below from earlier this week, now that we see yesterday's tariff announcements, it appears to me that the first order consequences of them will be significantly stagflationary in the U.S. and significantly…
Geopolitically, nothing matters more than winning AI. These tariffs, as constructed, essentially guarantee that America will lose “AI” by making America the most expensive place on earth to build AI datacenters. The semiconductor exemption was irrelevant for AI. Datacenter…
This work would not have been possible without amazing collaborators @StringChaos @xu3kev @slimshetty_ @EchoShao8899 @_ziyang_ @Diyi_Yang @ellisk_kellis @koushik77 Armando Solar-Lezama + thanks to the many awesome people who gave very helpful feedback throughout! (8/8)
比尔-盖茨不久前对人工智能做了一番评价: 如今智能非常稀有,很厉害的医生,很厉害的老师。未来十年里,这些厉害都免费了,变得随处可得。 盖茨讲的我们普通人得好好琢磨,来的超乎想象的快。 像新版GPT一出,做动画的一夜之间歇菜。 很快大多数活不再需要人类来做,智能将完全免费,随处可得。…
比尔-盖茨不久前对人工智能做了一番评价: 如今智能非常稀有,很厉害的医生,很厉害的老师。未来十年里,这些厉害都免费了,变得随处可得。 盖茨讲的我们普通人得好好琢磨,来的超乎想象的快。 像新版GPT一出,做动画的一夜之间歇菜。 很快大多数活不再需要人类来做,智能将完全免费,随处可得。… https://t.co/L6NCD0Jf5s
Tutorial on "Foundation Models Meet Embodied Agents", with @YunzhuLiYZ @maojiayuan @wenlong_huang . We categorize LLMs, VLMs, VLAs and their usages under a MDP formulation. Come and talk with us! Also on Zoom! …models-meet-embodied-agents.github.io Feb 25 8:30-12:30 Location: 118A room,…
Tutorial on "Foundation Models Meet Embodied Agents", with @YunzhuLiYZ @maojiayuan @wenlong_huang . We categorize LLMs, VLMs, VLAs and their usages under a MDP formulation. Come and talk with us! Also on Zoom! …models-meet-embodied-agents.github.io Feb 25 8:30-12:30 Location: 118A room,… https://t.co/YoYnczSvac
OpenAI had a significant lead from summer 2022 through spring 2024 when Google and Anthropic caught up to GPT-4. 7ish quarters of dominance as a result of being the first to aggressively bet on the traditional scaling “law” for pre-training. Being first to reasoning with o1 only…
That a *second* paper dropped with tons of RL flywheel secrets and *multimodal* o1-style reasoning is not on my bingo card today. Kimi's (another startup) and DeepSeek's papers remarkably converged on similar findings: > No need for complex tree search like MCTS. Just linearize…
hahahahah there were actually two technical reports for RL reasoning models today, kimi 1.5 also has good stuff on reward shaping + RL infra
There is a lot of important stuff in this new paper by Anthropic that shows how people are actually using Claude. 1) The tasks that people are asking AI to do are some of the highest-value (& often intellectually challenging) 2) Adoption is uneven, but many fields already high
OpenAI o3-mini is a good model, but DeepSeek r1 is similar performance, still cheaper, and reveals its reasoning. Better models will come (can't wait for o3pro), but the "DeepSeek moment" is real. I think it will still be remembered 5 years from now as a pivotal event in tech…
DeepSeek lecture is edited and uploaded 👉 by-hand.ai/dpseek ~ Thank you all 🙏 for attending my public lecture yesterday. In one hour, I managed to build a simplified DeepSeek model in Excel in front of a live audience of 3000+ people.
I still do this most days and I think it works great. My morning brain (right after 1hr exercise and 1 coffee) is quite eager to work and I go directly to the one top priority item. The energy decreases over time and with every distracting item loaded into the context window.
I still do this most days and I think it works great. My morning brain (right after 1hr exercise and 1 coffee) is quite eager to work and I go directly to the one top priority item. The energy decreases over time and with every distracting item loaded into the context window.

RivaYale @6KlA693920Q18
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Ashkan Ebtekari @ebtekari_ashkan
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777 @Netty9857
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Q H @JOA19912240
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wendy (温婉)(MC... @wendy96269739
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Felix Juefei Xu @felixudr
2K Followers 6K Following RS @Meta Superintelligence Labs | Media Generation and Multimodal LLMs | PhD @CarnegieMellon | Views are my own
Asseto Finance @AssetoFinance
4K Followers 10 Following @AssetoFinance is engineering a compliant platform that integrates traditional finance assets with DeFi, enhancing security, yield, and liquidity for investors.
Stephanie Milani @steph_milani
4K Followers 322 Following Incoming Faculty Fellow @NYU_Courant, then Assistant Professor @JHUCompSci. Human-centered reinforcement learning & AI agents
RL_Conference @RL_Conference
5K Followers 257 Following Home of the first annual reinforcement learning conference. Stay tuned up for updates!
sunny madra @sundeep
32K Followers 5K Following COO/President Cloud, HW, Sales, Ops @GroqInc 🇺🇸 prev co-f (@definitiveio acq. by groq, autonomic acq. by @ford, xtreme labs acq. by pivotal/@vmware)
Avi Chawla @_avichawla
51K Followers 134 Following Daily tutorials and insights on DS, ML, LLMs, and RAGs • Co-founder @dailydoseofds_ • IIT Varanasi • ex-AI Engineer @ MastercardAI
Yuntian Deng @yuntiandeng
8K Followers 3K Following Assistant Professor @UWaterloo | Visiting Professor @NVIDIA | Associate @Harvard | Faculty Affiliate @VectorInst | Former Postdoc @ai2_mosaic | PhD @Harvard
UC Berkeley RDI @BerkeleyRDI
3K Followers 48 Following UC Berkeley's campus-wide, cross-disciplinary Center for Responsible, Decentralized Intelligence - RDI
Derek Thompson @DKThomp
243K Followers 2K Following Sign up for my new newsletter! (Link below) Also: Co-author of Abundance, host of Plain English, and contributing writer at The Atlantic.
Bob Sutton @work_matters
72K Followers 1K Following Organizational psychologist @stanford and NYT bestselling author. 8 books including The No Asshole Rule, Scaling Up Excellence, and The Friction Project.
The New York Times @nytimes
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Albert Gu @_albertgu
18K Followers 88 Following assistant prof @mldcmu. chief scientist @cartesia_ai. leading the ssm revolution.
Dan Roy @roydanroy
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Danijar Hafner @danijarh
22K Followers 1K Following Building AI that makes autonomous decisions using world models, artificial curiosity, and temporal abstraction @GoogleDeepMind
Jürgen Schmidhuber @SchmidhuberAI
163K Followers 0 Following Invented principles of meta-learning (1987), GANs (1990), Transformers (1991), very deep learning (1991), etc. Our AI is used many billions of times every day.
Michael Black @Michael_J_Black
84K Followers 702 Following Director, Max Planck Institute for Intelligent Systems (@MPI_IS). Chief Scientist @meshcapade. Building 3D digital humans using vision, graphics, and learning.
Wojciech Zaremba @woj_zaremba
119K Followers 204 Following Co-Founder of OpenAI https://t.co/OCQ3mpf0IN
Miles Brundage @Miles_Brundage
62K Followers 12K Following AI policy researcher, wife guy in training, fan of cute animals and sci-fi, Substack writer, stealth-ish non-profit co-founder
Kevin Patrick Murphy @sirbayes
61K Followers 530 Following Research Scientist at Google DeepMind. Interested in Bayesian Machine Learning.
David Pfau @pfau
29K Followers 2K Following Knowledge manifests itself in radiant dreams that shimmer like the wild sun Views are my own https://t.co/xqtVHHVI17 on 🦋
Eugene Vinitsky (@RLC... @EugeneVinitsky
20K Followers 2K Following This is the site where I talk about the attacks on science and immigration. Science is on the other site. Lab website: https://t.co/vrtbcqRyRn
Jeff Clune @jeffclune
29K Followers 431 Following Professor, CS, U. British Columbia. CIFAR AI Chair, Vector Institute. Sr. Advisor, DeepMind | ML, AI, deep RL, deep learning, AI-Generating Algorithms (AI-GAs)
Mihaela van der Schaa... @MihaelaVDS
9K Followers 402 Following John Humphrey Plummer Professor of Machine Learning, Artificial Intelligence and Medicine @Cambridge_Uni, Fellow @royalsociety
Infini-AI-Lab @InfiniAILab
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Yi Wu @jxwuyi
1K Followers 103 Following AI/RL researcher, Assistant Prof. at @Tsinghua_Uni, leading the RL lab at @AntResearch_, PhD at @berkeley_ai, frequent flyer and milk tea lover.
Patara TRIRAT @PataraTrir97979
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Hanna Hajishirzi @HannaHajishirzi
9K Followers 443 Following Sr. Director of AI at @allen_ai, Prof at @uw_cse, lead OLMo, Tulu
Tal Linzen @tallinzen
18K Followers 899 Following Professor @nyuling and @NYUDataScience, research scientist @GoogleAI, inventor of the word "bertology"
Danish Pruthi @danish037
11K Followers 706 Following Faculty at the Indian Institute of Science, Bangalore. PhD from @LTIatCMU.
Kayo Yin @kayo_yin
15K Followers 695 Following PhD student @berkeley_ai @berkeleynlp. AI alignment & signed languages. Prev @carnegiemellon @polytechnique, intern @msftresearch @deepmind. 🇫🇷🇯🇵
Yoav Artzi @yoavartzi
17K Followers 183 Following Research/prof @cs_cornell + @cornell_tech🚡 / https://t.co/9YnWry7yHs / asso. faculty director @arxiv / building https://t.co/f9QkzO5kaC and @COLM_conf
Sam Bowman @sleepinyourhat
50K Followers 3K Following AI alignment + LLMs at Anthropic. On leave from NYU. Views not employers'. No relation to @s8mb. I think you should join @givingwhatwecan.
Jacob Andreas @jacobandreas
20K Followers 951 Following Teaching computers to read. Assoc. prof @MITEECS / @MIT_CSAIL / @NLP_MIT (he/him). https://t.co/5kCnXHjtlY https://t.co/2A3qF5vdJw
Kyunghyun Cho @kchonyc
77K Followers 2K Following a combination of a mediocre scientist, a mediocre manager, a mediocre advisor & a mediocre physicist at @nyuniversity (@CILVRatNYU) & @PrescientDesign
Graham Neubig @gneubig
40K Followers 708 Following Associate professor @LTIatCMU. Co-founder/chief scientist @allhands_ai. I mostly work on modeling language.
Akari Asai @AkariAsai
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William Wang @WilliamWangNLP
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Yejin Choi @YejinChoinka
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Mengyue Yang @Mengyue_Yang_
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Vincent Sitzmann @vincesitzmann
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Hao Su @haosu_twitr
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