Eric Xing Profile Banner
Eric Xing Profile
Eric Xing

@ericxing

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Researcher, educator, entrepreneur, and administrator in computer science, artificial intelligence, and healthcare.

San Francisco, CA
Joined May 2010
Don't wanna be here? Send us removal request.
@ericxing
Eric Xing
1 year
Can computer vision via DL understand the what is in a blank piece of paper? Can NLP via DL understand the sound of silence? Should AI be used to tack and lock down free people ?
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@ericxing
Eric Xing
6 months
Well said. AI extinctionism is neither a weighted consensus from the majority of AI researchers, nor a well founded hypothesis supported by facts and rigorous reasoning. On the contrary, I found AI extinctionism extremely unscientific and exaggerating.
@AndrewYNg
Andrew Ng
6 months
@geoffreyhinton I'd like to respectfully point out that the logic in this argument is based on a flawed model for how scientists think. Scientists don't just take a weighted average of others' opinions to form their own. A good scientist takes as input lots of data, including others' opinions,
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@ericxing
Eric Xing
3 years
Hello world again! I decided to re-enter the Twitter world after 10 years of silence. Happy to get connected!
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@ericxing
Eric Xing
4 months
Always a great pleasure to catch up with @ylecun at #Davos . Look forward to the exciting collaboration to advance new frontiers of #AI together.
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@ericxing
Eric Xing
3 months
Indeed a very important nuance many people fail to grasp: generating seemingly interesting content in text or video does not mean (and need) it “understand” what it generates. An agent model that can reason based on understanding must go beyond LLMs or DMs
@ylecun
Yann LeCun
3 months
Let me clear a *huge* misunderstanding here. The generation of mostly realistic-looking videos from prompts *does not* indicate that a system understands the physical world. Generation is very different from causal prediction from a world model. The space of plausible videos is
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@ericxing
Eric Xing
2 years
My recent talk at CMU where I summarized our work on developing principled approaches toward optimal/autonomous config of AI solutions at ALL Levels - data harmonization, model composition, learning to learn, scalable computing, and infra orchestration.
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@ericxing
Eric Xing
2 years
A CMU reunion in the dessert of Abu Dhabi, a priceless picture! Left to right: Le Song, Eric Xing, Takeo Kanade, Raj and Anu Reddy, Xuedong Huang, Tom Mitchell, Justine Cassell, and Oren Etzioni
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@ericxing
Eric Xing
1 year
Congratulations to Argentina! I have watched 10 world cups since 1982, this one might be the best final.
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@ericxing
Eric Xing
3 years
Our paper "Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning" wins the Jay Lepreau Best Paper Award at OSDI’21!
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@ericxing
Eric Xing
1 year
Great to meet @sama again today in Abu Dhabi to discuss global collaboration on making #superintelligence a reality built on all knowledge in all civilizations. Look forward to working with him to bringing out more powerful, useful, and safe AI. #MBZUAI
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@ericxing
Eric Xing
3 years
My talk at the KDD Deep Learning Day on "It is time for DL to understand its expense bills", where I discussed how to build standardizable, adaptive, and automatable system for DL based on first principles underlying ML & Sys is now online. Enjoy watching
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@ericxing
Eric Xing
6 months
The dystopian AI predictions owe more to sensationalism than scientific substance. Read my latest article on World Economic Forum's Agenda where I explain why AIXrisk is baseless, and AI is a catalyst for human advancement rather than a harbinger of doom.
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@ericxing
Eric Xing
2 years
First in-person keynote in 3 years. Slides and video will be up soon. Totally enjoying #UAI , where intimate scientific exchanges can actually take place in an un-haphazard and un-frantic way.
@mbzuai
MBZUAI
2 years
Our very own President, Professor @ericxing , delivered a keynote today at the 38th Conference on @UncertaintyInAI . He emphasized the need to work on #ML at all levels to build transparent, trustworthy, cost-effective, and potentially autonomous industrialized #AI applications.
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@ericxing
Eric Xing
5 months
In 4 years, #MBZUAI emerges as a leading AI inst, securing 18th globally for AI/CV/ML/NLP on #CSRankings , carrying out cutting-edge research in #LLM , #FM4Bio , championing OOS AI with #vicuna , #Jais , @llm360 and more. Congratulations to faculty, students, and staff for a great yr!
@mbzuai
MBZUAI
5 months
“There has been a lot of transformation over the years for MBZUAI, but this year is particularly important and worth remembering,” said #MBZUAI President and University Professor, @ericxing .
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@ericxing
Eric Xing
2 years
I am pleased to announce that our paper - Toward a 'Standard Model' of Machine Learning - has just appeared on Harvard Data Science Review, which charts a path toward a “universal solver” that can work under any ML scenario with any experience. @ZhitingHu
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@ericxing
Eric Xing
6 months
Time for academic leaders to reflect what is the function of universities and how they should be run.
@BillAckman
Bill Ackman
6 months
This is a math class this morning at @MIT . This is the state of learning and ‘free speech’ at our top universities. It would not be happening without a failure leadership at MIT. Imagine being a student who borrowed $250k to attend MIT or a professor who is trying to do
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@ericxing
Eric Xing
3 years
I am thrilled to share that our paper "Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning" has won the Jay Lepreau Best Paper Award at 15th USENIX Symposium on Operating Systems Design and Implementation ( #OSDI '21).
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@ericxing
Eric Xing
9 months
Provost Tim Baldwin welcomes the 140+ 2023 class of #mbzuai graduate students, coming from over 30 countries and selected over thousands of applicants. We are overjoyed to have you embark on this exciting journey!
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@ericxing
Eric Xing
3 years
My talk titled "From Learning, to Meta-Learning, to Lego-Learning" is now online, where I presented our recent work on ML standard model, Bayesian optimization for meta learning, and standardized software "Legos" for MLOps. @ZhitingHu @willieneis
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@ericxing
Eric Xing
1 year
Hope this is the beginning of the end.
@BBCWorld
BBC News (World)
1 year
Covid protests widen in China after Urumqi fire
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@ericxing
Eric Xing
2 years
Congratulations to our faculty and students at #MBZUAI who have done a wonderful job on their submissions to this year's #NeurIPS -- one of the leading #MachineLearning conferences, a total of 27 papers were accepted! Congratulations!
@mbzuai
MBZUAI
2 years
#MBZUAI Faculty and researchers have 27 academic papers accepted at the 36th Conference on Neural Information Processing Systems @NeurIPSConf 2022 #AI #research #machinelearning #NeurIPS2022
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@ericxing
Eric Xing
3 years
Part I of a recent long interview. An English translation of this interview will be available soon.
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@ericxing
Eric Xing
9 months
At @mbzuai , unlike in other universities, you can be at the center of the full pipeline of pre-train, tune, serve, and evaluate #LLM and other #FM4Science , #Jais is just the beginning. We are a place combining industrial scale and academic rigor to advance AI like nowhere else.
@mbzuai
MBZUAI
9 months
Today, we are excited to announce the launch of Jais, the world’s highest quality open-source Arabic large language model ( #LLM ) and a collaboration between Inception, a @G42ai company, @MBZUAI & @CerebrasSystems .
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@ericxing
Eric Xing
2 months
It is extremely proud and gratifying to see former CMU Sailing members went on to establish their own labs and venture onto their own paths. My best wish to @haoailab in leading its way in LLMsys.
@haoailab
Hao AI Lab
2 months
Still optimizing throughput for LLM Serving? Think again: Goodput might be a better choice! Splitting prefill from decode to different GPUs yields - up to 4.48x goodput - up to 10.2x stricter latency criteria Blog: Paper:
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@ericxing
Eric Xing
6 months
Modern "blackbox" generative AI and classical "interpretable" statistical ML are not mutually exclusive, they can be combined to analyze complex subjects like tumor sub-types based on multi-modal data offering both intrinsic insights and extrinsic contexts
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@ericxing
Eric Xing
7 months
Very much agree with Andrew’s point. Classifying/regulating AI developments at the technical level (data, model, energy size) instead of at the application/usage level, will give big tech privilege over startups over compliance cost burden
@AndrewYNg
Andrew Ng
7 months
Laws to ensure AI applications are safe, fair, and transparent are needed. But the White House's use of the Defense Production Act—typically reserved for war or national emergencies—distorts AI through the lens of security, for example with phrases like "companies developing any
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@ericxing
Eric Xing
3 years
A somewhat spiced-up writing, but I actually found it fun to read. Hope you won't miss what I tried to point out for what is missing in AI research now ... The head of Abu Dhabi’s AI university wants to defuse a tech ‘atomic bomb’ via @Wired Middle East
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@ericxing
Eric Xing
3 months
I was honored to join H.E. @OmarSAlolama , UAE Minister of State for Artificial Intelligence, Digital Economy, and Remote Work Applications, Yann LeCun @ylecun and other distinguished speakers @WorldGovSummit 2024 on the Future of Responsible AI
@mbzuai
MBZUAI
3 months
"A clearer distinction between different stages of AI technology is needed to make the current debate less overgenerous and more actionable."
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@ericxing
Eric Xing
5 months
Excited to announce LLM360, an effort to open-source and democratize LLMs to a new level by @PetuumInc , @MBZUAI , & @CerebrasSystems . Take a deep dive into the world of LLMs, find the entire training process, and get full access to checkpoints, data, & code for research & rebuilt.
@llm360
LLM360
5 months
🚀 1/7 We are thrilled to launch LLM360 — pushing the frontier of open-source & transparent LLMs! Starting with Amber (7B) & CrystalCoder (7B), we are releasing brand new pre-trained LLMs with all training code, data, and up to 360 model checkpoints. 🔗
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Eric Xing
3 months
Thank you @ylecun for lighting a fire on campus with your insightful and inspiring words: universities and academics should always asapire to lead with disruptive ideas, unwavering curiosity, and perseverance to tackle newer, riskier, more difficult problems beyond current trend!
@mbzuai
MBZUAI
3 months
Turing Award-Winner, Professor Yann LeCun spoke to a full-house today about ‘Objective-Driven AI: Towards Machines that Learn, Reason, and Plan’.
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@ericxing
Eric Xing
1 year
Sadly, misinformation about AI everywhere. Ironically, the bigger source of such misinformation is not from AI, but from humans. In my opinion, the real danger of AI is not from AI itself, but from the hype of AI, and the societal anxiety and confusion therefrom.
@ylecun
Yann LeCun
1 year
AI hype is ridiculous in all directions. As in: - LLMs have superhuman intelligence - LLMs are useless parrots - LLM hallucinations will destroy society - scaling is all you need - deep learning has hit a wall - AI doesn't exist and never will - AI is going to kill us all
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@ericxing
Eric Xing
2 years
Today we kick off The AI Quorum () with the workshop on Collaborative Learning organized by Professor Mike Jordan. The AI Quorum aims to bring together preeminent academic leaders and young researchers to Abu Dhabi ..
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@ericxing
Eric Xing
2 years
Excited to announce our new work to appear at #osdi22 — Alpa: Automating Inter- & Intra-Operator Parallelism for Distributed DL, which presents a principled framework for SOTA parallel training of any large models such as #GPT , #MoE
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@ericxing
Eric Xing
3 months
Good take home message.
@monojitchou
Monojit Choudhury ✈️ LREC-Coling 2024
3 months
Had the pleasure of listening to @ylecun at @mbzuai today. Loved it when he said Academia shouldn't not work on incremental hacks like RAG & CoT for making #LLMs look smart, when they actualy are not! Instead think on the next paradigm of truly intelligent machines." W @ericxing
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@ericxing
Eric Xing
2 years
At #MBZUAI , Michael Jordan talks about mechanism design in AI era — how to build AI systems that collaborate, that strive to serve human, and serve better.
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@ericxing
Eric Xing
2 years
The Abu Dhabi AI Quorum will start a new tradition like the #SolvayConference of Physics, where the greatest minds in AI come to brainstorm, debate, and advance the research and development of AI science and technology for human well-being. You are warmly welcomed to participate!
@mbzuai
MBZUAI
2 years
#MBZUAI is now the go-to winter destination for top AI scientists to exchange ideas and inspiration with the launch of the AI Quorum - a series of brainstorming and in-depth discussion sessions with leading AI domain experts. Details coming very soon.
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@ericxing
Eric Xing
3 years
The initial draft of the "standard model" that I have recently talked about is now online: . We present a unified mathematical formulation for learning with all experiences and a holistic understanding of algorithms and paradigms in ML. Feedback are welcome
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@ericxing
Eric Xing
2 years
We have multiple openings for faculty at all ranks, postdocs, researchers, in #ML , #CS , #CV , #NLP , #Robotics , #HCI , #Statistics , #CompBio , #Heathcare ... Welcome to apply @mbzuai .
@mbzuai
MBZUAI
2 years
In just two years since the university's founding #MBZUAI has been ranked 127 globally among institutions that conduct research in computer science by CSRankings. In #AI #computervision #machinelearning and #NLP MBZUAI ranks 30 globally. Find out more:
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@ericxing
Eric Xing
1 year
Starting the day with a great discussion with @LanumNikolas from @FoxNews on Generative AI and future education, risk, and opportunity at the @MilkenInstitute Global Conference 2023. #MIGlobal #MBZUAI #Education #ai
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@ericxing
Eric Xing
5 months
The main function of university is Research and Learning, not a political arena, every university leader must remember and uphold it first and foremost. A competent leader act first from principle, value, goal, not process and policy, the later are tools. A reset is needed.
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@ericxing
Eric Xing
1 year
At yesterday’s Milken Institution Global Conference I discussed current AI breakthroughs like GPT4 and how people’s lives and jobs will be impacted. I am optimistic that human intelligence will evolve as the AI technology further advances - #MIGC #MBZUAI #AI
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@ericxing
Eric Xing
6 months
@ilyasut Harm is done. Human intelligence also needs guardrail, maybe more than artificial intelligence.
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@ericxing
Eric Xing
1 year
@mbzuai @TheOfficialACM I want to thank my students, postdocs, colleagues, and mentors for the collaborations and supports over the years 🙏
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@ericxing
Eric Xing
1 year
I will be giving a keynote tomorrow at the #NSF - #IEEE workshop on “Sustainable Deep Learning”, while LLMs like GPT3/4 keep exciting the public, let’s also worry about how to reduce its utility bill, and how to keep human brains sustainable when LLMs try to do everything for you.
@furongh
Furong Huang
1 year
📢We are organizing a hybrid #NSF - #IEEE workshop: toward #explainable , #reliable , and #sustainable #ML in #signal & #data science. 📅 March 20-21 at Clark Hall, UMD. 🔗 Website and registration here:
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@ericxing
Eric Xing
3 years
My recent talk at ACL 2021 on "Learning-to-learn through Model-based Optimization” is now online, where I presented Auto-ML methods via model-based blackbox optimization in 3 tasks: HPO, NAS, and Goodput-opt in distributed systems. Enjoy watching:
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@ericxing
Eric Xing
2 years
We kicked off the 1st #AIQuorum Retreat at the amazing desert resort of Al Wathba of UAE, with the amazing Turing Laureate Raj Reddy of CMU, Sir Michael Brady of Oxford, Takeo Kanade, Tom Mitchell, Justine Cassell, Edward Jung, Oren Etzioni, Xuedong Huang and more from MBZUAI.
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@ericxing
Eric Xing
5 months
CystalCoder achieves a balanced position between LLaMA2 and CodeLLaMA, and excels at both language and code, with all 143 checkpoints released along with the weights, code and all pre training data. @waterluffy , @AurickQ , @lmsysorg , @mbzuai , @PetuumInc , @CerebrasSystems
@mbzuai
MBZUAI
5 months
#MBZUAI is proud to release CrystalCoder, one of the first two English large language models (LLMs) to be launched on the full transparent #LLM360 framework, in addition to Amber. @robiriondo @waterluffy @ericxing @AurickQ @willieneis @HongyiWang10 @ljb121002 @CerebrasSystems
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@ericxing
Eric Xing
2 months
Great collaboration with @GoogleAI . Congratulations @BowenTan8 of CMU, @ZhitingHu of UCSD, and the google team.
@GoogleAI
Google AI
2 months
Today on the blog, we present Cappy, a small pre-trained scorer model that enhances and surpasses the performance of large multi-task language models. Cappy has been tested across a variety of complex tasks from PromptSource and Big-Bench. Learn more at:
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@ericxing
Eric Xing
3 years
My recent talk at the ICML 2021 workshop is now online, where I presented "Forte", a Data-Centric Framework for Composable NLP Workflows, with rich and standardized in-house processors, 3rd-party API wrappers, and operation logic for efficient NLP dev.
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@ericxing
Eric Xing
2 years
My recent talk on how to bridge the gap between industrial AI and academic AI.
@PetuumInc
Petuum
2 years
ICYMI: watch Petuum Founder and @mbzuai President @ericxing give his #GITEX2022 talk " #AI Meets (Mass) Industrial Production" here:
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@ericxing
Eric Xing
4 months
CrystalChat gets the best of both dimensions — codellama-like coding performance, and mistral-like language performance. @waterluffy , @lmsysorg , @mbzuai
@llm360
LLM360
4 months
1/3 We are releasing CrystalChat 🔮 — a top-scoring 7B chat model, fully open source! As always, CrystalChat is released under Apache 2.0, along with all training data, checkpoints, and implementation details. Grab the model here:
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@ericxing
Eric Xing
4 months
It was a pleasure to discuss AI and society at #WEF2024 in #Davos . A lot more values are to be unlocked from AI and by AI, but more effort are needed to right many misperceptions of AI.
@alexvoica
Alexandru Voica 💀
4 months
"AI is a technology invented by humans for humans. Its impact will be similar to the printing press, which triggered the Age of Enlightenment. It makes all human knowledge accessible to everyone," says @ericxing , president of @mbzuai , at a #WEF24 panel on AI's role in society
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@ericxing
Eric Xing
1 year
Honored to be elected IMS Fellow, and privileged to join such a distinguished community as an #AI / #ML researcher. A rigorous mathematical/statistical foundation is critically needed in understanding and advancing current practice and development of #AI systems such as #GPTs .
2023 IMS Fellows Each Fellow has exhibited exceptional prowess in statistical or probabilistic research or has showcased remarkable leadership that has left a lasting impact on the field.
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Eric Xing
10 months
Happy to be part of the launch partnership for responsible OOS of AI models. Llama2 have a huge potential, can not wait to try it out.
@ylecun
Yann LeCun
10 months
This is huge: Llama-v2 is open source, with a license that authorizes commercial use! This is going to change the landscape of the LLM market. Llama-v2 is available on Microsoft Azure and will be available on AWS, Hugging Face and other providers Pretrained and fine-tuned
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@ericxing
Eric Xing
3 years
Our paper on an algorithm NOTMAD for estimating directed-acyclic (causal) and sample-specific (personalized) networks that are explainable (via context specific archetypes) and globally optimal (via DAG estimator NOTEARS), is now online. Feedback welcomed
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@ericxing
Eric Xing
13 days
Excited to witness the inauguration of #Tangram of @cmacgm opened with keynotes by President @EmmanuelMacron & Chairman @RodolpheSaade . @mbzuai is proud to support the #AI initiative of Tangram to help shape the future of SupplyChain & logistics.
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@ericxing
Eric Xing
2 years
I had the honor to meet with President Zelensky, a very serious, friendly, and descent man. His bravery and leadership fighting alongside his people for his country deserves respect. I am in solidarity with the Ukraine people in defending their country!
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@ericxing
Eric Xing
6 months
Moral, judgement, courage, and ability are the basic qualities needed to lead a university.
@RepStefanik
Rep. Elise Stefanik
6 months
🚨🚨🚨Presidents of @Harvard @MIT and @Penn REFUSE to say whether “calling for the genocide of Jews” is bullying and harassment according to their codes of conduct. Even going so far to say it needs to turn to “action” first. As in committing genocide. THIS IS UNACCEPTABLE AND
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Eric Xing
2 years
Goldberg variations played by @lang_lang in front of @LouvreAbuDhabi . A fascinating evening! Great conversion with the pianist backstage, great culture life in UAE after a busy work day🙂
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@ericxing
Eric Xing
6 months
As one of the handful of universities and the only one from UAE in the AI Alliance, we are firmly committed to open model of AI, and very soon @mbzuai will roll out our very own unprecedentedly open AI Models. Stay tuned!
@mbzuai
MBZUAI
6 months
#MBZUAI welcomes the launch of the Al Alliance, a coalition of more than 50 companies & research institutions including @IBM , @Meta , @Oracle , @intel , @Sony , @AMD , @CerebrasSystems , @UCBerkeley , and @CSS_ETHZurich , that are championing an open model of AI.
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@ericxing
Eric Xing
13 days
Great to catch up with Patrickpere Pérez, CEO of @kyutai_labs . We had an inspiring conversations around building the next generation open source #foundationmodels . Look forward to our future collaborations.
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@ericxing
Eric Xing
2 years
AutoML is about help building a full ML system consisting of a pipeline of ML components, rather than just a leaderboard-clearning ML model. #Betty is enabling this through generalized meta-learning (GML) and multilevel optimization (MLO).
@sangkeun_choe
Sang Choe
2 years
We've just released Betty, a PyTorch library for generalized meta-learning (GML) and multilevel optimization (MLO)! Betty gives a unified programming interface for applications including HPO, NAS, MAML, RL, and more. Code: Paper:
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Eric Xing
6 months
OpenAI’s losing of Sam is like Apple’s losing of Steve Jobs, feel sad for such an amazing team losing its spearhead and best ambassador
@sama
Sam Altman
6 months
i loved my time at openai. it was transformative for me personally, and hopefully the world a little bit. most of all i loved working with such talented people. will have more to say about what’s next later. 🫡
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Eric Xing
6 months
@karaswisher
Kara Swisher
6 months
Breaking: 505 of 700 employees @OpenAI tell the board to resign.
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Eric Xing
2 years
It has been a remarkable journey for the year 2021. We grow from 11 faculty to 25, 0 students to 134 graduate students, 39 staff to 60 staff. Our faculty has published 162 papers at top AI/ML conferences, given 9& talks, and won best paper award at OSDI;
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@ericxing
Eric Xing
6 months
It has been a tumultuous time for @sama , Open AI and the AI community. I had the chance to weigh in on what this means for the future of the industry with @BeckyCNN , one thing I’d emphasize is the importance of board governance.
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@ericxing
Eric Xing
1 year
Appreciate the interview, @NikolasLanum . AI will change our own educational definitions of “intelligence.” We need to emphasize practical problem-solving skills blending real-world experience and AI tools.
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@ericxing
Eric Xing
3 years
I will be giving a talk at the 2021 KDD Deep Learning Day titled: It is time for deep learning to understand its expense bills. Abstract can be find here: Time: 8:00 am PST, Aug 18 Event page: Hope to see you there!
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@ericxing
Eric Xing
2 years
If you believe you are ready to join a world class team of researchers and innovators to learn everything about AI and push the boundary of current AI technology, including theory, algorithm, system, application, welcome to apply!
@mbzuai
MBZUAI
2 years
#MBZUAI announces the opening of admissions for the 2023/2024 academic year offering master’s and doctoral degrees in #computervision #machinelearning and #naturallanguageprocessing -
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Eric Xing
1 year
Truly impressive! Congratulations!
@cnnbrk
CNN Breaking News
1 year
Morocco stuns Portugal to become the first African nation ever to reach the World Cup semifinals
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@ericxing
Eric Xing
1 year
In today’s #UAEClimateTech , I discussed how AI, as an effective tool, can be deployed for sustainability as well as the importance of training the next generation talents who are able to use technology and lead on its development. #MBZUAI #COP28 #Sustainability
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@ericxing
Eric Xing
1 year
It has been a super exciting and rewarding year. @mbzuai is now ranked 23rd in AI/ML/NLP/CV. Welcome to join us to advance all aspects of AI research and even beyond to address needs in health, education, and climate.
@mbzuai
MBZUAI
1 year
As we approach the end of 2022, President and University Professor @ericxing delivered a state-of-the-university address to faculty & staff, where he detailed our new, high-impact faculty; dramatic rise in academic publishing; & correspondingly, the university’s global ranking.
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@ericxing
Eric Xing
1 year
Talk of “existential risks” does nothing to help serious conversations around fundamental research. Andrew is right. #AI has the potential to usher in a #RenAIssance
@AndrewYNg
Andrew Ng
1 year
When I think of existential risks to large parts of humanity: * The next pandemic * Climate change→massive depopulation * Another asteroid AI will be a key part of our solution. So if you want humanity to survive & thrive the next 1000 years, lets make AI go faster, not slower.
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Eric Xing
10 months
Looking forward to deepening our partnerships with leading institutions in the US and together advancing AI for Good!
@USAinUAE
US Mission to UAE
11 months
On June 9, CDA Murphy led an Embassy team to meet with leadership of @mbzuai , the world’s first AI university. During their conversations, the teams discussed ways to deepen the university’s partnerships with renowned U.S. institutions. Together we are maximizing the promise of
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Eric Xing
3 years
Part II of this long interview. Some thoughts on university admin and research style, after the long technical discussions of ML in Part I. An English translation of this interview will be available soon.
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Eric Xing
1 year
Amazing come back!
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Eric Xing
2 years
Haven't had such a thought-provoking workshop filled with deep presentations and stimulating discussions for a long time! From theory to application, algorithm to system, the Quorum brings mechanism design, uncertainty quantification, contract theory, FL, & more to a convergence.
@mbzuai
MBZUAI
2 years
The AI Quorum's first weekend was a focused look into Collaborative Learning led by Professor Michael I Jordan. Don't miss your chance to virtually attend the next workshop on October 14 - learn more and sign up now - #ai #MBZUAI #AIQuorum #GITEX2022
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Eric Xing
2 years
Congratulations to @HanGuo97 from our team for winning the prestigious Microsoft fellowship. We are proud of you!
@HanGuo97
Han Guo
2 years
Super excited to be among this cohort of amazing people! A huge thanks to @ericxing , @yoonrkim , @ZhitingHu , @mohitban47 , and everyone who provided mentorship and advice!!
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Eric Xing
1 year
@YiMaTweets If ICML/NeurIPS still considers itself to be the “top” ML conference, then it should first reduce the amount of accepted paper to be less than, say, 200, at least fewer than what it considers to be the next tier. Then the number of random submissions will be lot less.
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Eric Xing
2 years
Thrilled to announce Mike’s joining! To students and researchers, watch out the opportunities here at #MBZUAI !
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@ericxing
Eric Xing
6 months
The drumbeat of “existential risk” of AI now goes as far as coining supernatural “god-like AI” to enchant public with sensationalism and doomerism. We should be alarmed by the danger of growing misunderstanding of AI. Here I explain why AIXrisk is baseless
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Eric Xing
1 year
Look forward to the event.
@AIHealthMIT
MIT Jameel Clinic for AI & Health
1 year
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Eric Xing
2 years
In my recent interview with Fortune, I spoke about building an institution that focuses on serving society by simply doing the best research and teaching. Let's give back to scientists what belongs to scientists, they deserve a better status in voicing AI and do their work.
@mbzuai
MBZUAI
2 years
"100 years from now, I hope that MBZUAI will be celebrated as a great institution and as a positive force for change" #MBZUAI President, Professor @ericxing in the June edition of @FortuneMagazine
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Eric Xing
1 year
Classical variational inference provides a unified mathematical framework for distributed inference on any multi-variate model, be it data or model parallel, using well-founded concepts such as mean field, belief prop, exp prop. Best for decentralized and inhomogeneous settings.
@HanGuo97
Han Guo
1 year
While classic FL is treated as a distributed optimization problem, recent work (FedPA) showed that FL can be cast as a posterior inference problem. We extend this view by treating FL as a VI problem, which naturally suggests new algorithms. #ICLR2023
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Eric Xing
2 years
The AIOS we are developing is an integral part of the pathway toward autonomous AI that builds on our vision of “ML at All Levels” — data, model, algorithm, meta-learning, distributed computing, and infra-orchestration, none of which should be omitted.
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Eric Xing
1 year
"Power from Knowledge to Serve" -- Commencement Speech for Inaugural Graduating Class of the Mohamed bin Zayed University of Artificial Intelligence.
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Eric Xing
2 years
We've got amazing applicants from China, UK, India, Russia, US to our Ph.D./MS programs, and we also welcome Ph.D. graduates to apply for Postdoc or faculty positions in ML, CV, NLP, CS, Robotics, HCI at @mbzuai .
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Eric Xing
1 year
2022 has been a challenging journey of gardening this young university from its modest seeds to robust sprouts ready to thrive with my fellow gardeners – the faculty, students, staff, executives, and the board. Thank You! and Happy New Year!
@mbzuai
MBZUAI
1 year
From a steep increase in expert faculty members, to substantial growth in research impact and funded research collaborations, #MBZUAI has made significant strides in 2022. Watch the video to learn more. Bring on 2023! #MBZUAI #AI
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Eric Xing
1 year
Existential risk from AI? What catastrophic harm has AI inflicted, despite the good usage in healthcare, climate, education… ? physics invented nuclear bomb, chemistry made poisonous compounds, biology made transgenic products, shall we rule phy, chem, bio as existential risks?
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@ericxing
Eric Xing
10 months
Latest evaluation…
@lmsysorg
lmsys.org
10 months
How good is Llama 2 Chat? Key insights from our eval: 1. Llama-2 exhibits stronger instruction-following skills, yet still significantly lags behind GPT-3.5/Claude in extraction/coding/math 2. Overly sensitive to safety could cause misinterpretation on user queries 3. Comparable
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Eric Xing
2 years
I am honored to have the opportunity to attend this lecture, and to thank in person His Highness for his strong support to our univ @mbzuai
@MohamedBinZayed
محمد بن زايد
2 years
At this week’s Ramadan lecture, Edward Jung addressed the topic of ‘How to solve the biggest global challenges through innovation,’ which remains a crucial question for the people of the UAE and the world as we work together to develop sustainable solutions.
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Eric Xing
6 months
These are powerful and sincere arguments made perfectly to the point! Can not agree more. AI risk comes from a digital agent in the virtual works, and needs human agency to enter material world, hence more check points.
@ylecun
Yann LeCun
6 months
But seriously folks, this a short and juicy tirade in which I say: (0) there will be superhuman AI in the future (1) they will be under our control (2) they will not dominate us nor kill us (3) they will mediate all of our interactions with the digital world (4) hence, they will
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Eric Xing
1 year
My thoughts on AI & sustainability: AI as a solution to sustainability needs; AI is itself a problem of sustainability; AI when mishandled can lead to greater sustainability issues beyond environment, but on human society itself. The last is most worrisome
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@ericxing
Eric Xing
2 years
See @ZhitingHu ‘s excellent digest of the “standard model” that unifies all ML paradigms and facilitates learning with all experiences, integrating (possibly no -linearly) all learning paradigms, applying a turnkey training algorithm, learning theory for all at once, and more …
@ZhitingHu
Zhiting Hu
2 years
🤯Machine Learning has many paradigms: (un/self)supervised, reinforcement, adversarial, knowledge-driven, active, online learning, etc. Is there an underlying 'Standard Model' that unifies & generalizes this bewildering zoo? Our @TheHDSR paper presents an attempt toward it 1/
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