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Mengye Ren Profile
Mengye Ren

@mengyer

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Assistant Professor of Comp Sci. and Data Sci. at NYU. Machine Learning, Computer Vision, Human-like AI.

New York, NY
Joined July 2009
Don't wanna be here? Send us removal request.
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@mengyer
Mengye Ren
5 months
Humans and animals learn visual knowledge through continuous streams of experiences. How do we perform unsupervised continual learning (UCL) in the wild? Yipeng's latest paper reveals three essential components for UCL success in real-world scenarios: Plasticity, Stability, and
@yipengzz
Yipeng Zhang
5 months
What should you care about when continually improving your model’s representations with self-supervised learning? Check out our paper titled *Integrating Present and Past in Unsupervised Continual Learning* to appear at #CLVision2024 and #CoLLAs2024 ! 1/🧵
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@mengyer
Mengye Ren
1 year
Wondering about how to train deep neural networks without backprop? Check out our ICLR 2023 paper: Forward gradient computes gradient information from forward pass. But it is slow and noisy — it computes the directional gradient along a random weight
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@mengyer
Mengye Ren
3 years
Thrilled to share that I'll be joining as an assistant professor at NYU Courant CS + Center for Data Science, starting in Fall 2022! @nyuniversity @CILVRatNYU @NYUDataScience . Deeply grateful to my mentors and collaborators, esp. to @zemelgroup & @RaquelUrtasun !
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@mengyer
Mengye Ren
3 years
I am looking for incoming students at NYU Courant CS or Center for Data Sci starting fall 2022. If you have interest in working with me on topics like meta/continual/embodied/representation learning+vision, please reach out & mention me in your PhD application. Deadline is Dec 12
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@mengyer
Mengye Ren
1 year
Dalle 3 generates watches and clocks pointing at 10:10 and fails to generate other times because almost all of the product images advertise timepieces using 10:10 since it is more visually appealing. #dalle3 #GenAI
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@sichengzhuml
Sicheng Zhu
1 year
I doubt it 🤔
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@mengyer
Mengye Ren
2 years
China, a country that produces one of the most papers in AI, will be underrepresented in today’s #NeurIPS in New Orleans, due to their zero-covid policy, the most draconian in the world. While I am boarding on a plane, many Chinese are still locked in their buildings for months.
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@mengyer
Mengye Ren
2 years
@wangzhian8848 可以查找资料、细化结构、文案润色、结合whisper做更好的字幕,翻译多种语言,gpt-4编程能力可以制作视频小工具,结合用midjourney生成图片和视频封面以及切换图画风格。
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@mengyer
Mengye Ren
2 years
ML in the past: Loss function, convergence, learning rate, generalization, complexity, gradient, variance, normalization, duality... ML today: Calling a fine-tuning API and then a completion API. Learning how APIs work to keep myself up-to-date.
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@mengyer
Mengye Ren
3 years
Although ConvNets are already translation-equivariant, we found that a general motion-equivariance objective actually guides the network to learn semantically meaningful representations. For more details, check out our latest #ICCV2021 paper:
@yuwen_x
Yuwen Xiong
3 years
Curious about self-supervised learning from raw videos in the wild? Our #ICCV2021 paper FlowE proposed a Flow-Equivariance objective that leverages moving objects, useful for segmentation/detection. Check out paper+video for detail: @RaquelUrtasun @mengyer
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@mengyer
Mengye Ren
2 years
See y’all tmr
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@mengyer
Mengye Ren
5 years
Our NeurIPS 2019 paper "Incremental Few-Shot Learning with Attention Attractor Network" studies how to learn few-shot new concepts on top of previously learned old classes by meta-learning a regularization function. Paper: GitHub:
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@mengyer
Mengye Ren
9 months
🚨 New Research Alert! People have found safety training of LLMs can be easily undone through finetuning. How can we ensure safety in customized LLM finetuning while making finetuning still useful? Check out our latest work led by Jiachen Zhao! @jcz12856876 🔍 Our study reveals:
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@mengyer
Mengye Ren
6 years
With 1000+ accepted paper in NIPS, it's virtually impossible to go through the whole list without questioning the meaning of life... We should have some cluster based visualization tool to help us navigate... Or, an auto generated news article highlights the latest breakthroughs.
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@mengyer
Mengye Ren
2 years
There is no better way to burn money than doing research.
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@mengyer
Mengye Ren
2 years
Unsupervised learning has become more and more supervised.
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@mengyer
Mengye Ren
10 months
Introducing LifelongMemory, an LLM-based personalized AI for egocentric video natural language query (NLQ). This amazing work is led by Ying Wang @yingwww_
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@mengyer
Mengye Ren
2 years
When AI is used by totalitarian regimes to censor, silence, and purge people everyday, as AI researchers, what can we do and what have we done? There is a fine line to be cut, and the future of humanity depends on it.
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@mengyer
Mengye Ren
2 years
@YiMaTweets For me, it’s time to break my rule.
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@mengyer
Mengye Ren
2 years
Why you should care about ongoing 🇨🇳 protests?For years, 🇨🇳 has been using AI to censor msgs &posts, and prosecute ppl w/ diff political views,or ppl who just wanna end zero-covid. You should care b/c the cool things you created—transformers, CNNs—are likely held in evil’s hands.
@mengyer
Mengye Ren
2 years
China, a country that produces one of the most papers in AI, will be underrepresented in today’s #NeurIPS in New Orleans, due to their zero-covid policy, the most draconian in the world. While I am boarding on a plane, many Chinese are still locked in their buildings for months.
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@mengyer
Mengye Ren
2 years
China’s zero-covid policy is causing a humanitarian catastrophe. Ppl locked in homes for 100+ days. 10 died in a fire and firefighters couldn’t get thru blockades. 27 died in a bus to covid camps. Ppl starving, ppl dying. Now protest has begun. Let’s end zero-covid, end the CCP.
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@mengyer
Mengye Ren
2 years
Congrats to all award winners! Test-of-time award: AlexNet -- I can't believe it has been 10 years!
@NeurIPSConf
NeurIPS Conference
2 years
Happy to announce the award winners of #NeurIPS2022
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@mengyer
Mengye Ren
3 years
Can we ask self-driving cars to pay attention? Our recent ICRA'21 paper proposed a learned attention mechanism that is not only more efficient but also much safer! Joint work by Bob @zengwenyuan1995 @binyangderek Ming @RaquelUrtasun
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@mengyer
Mengye Ren
10 months
There are two clusters of bad course project reports: 1) those obviously used ChatGPT and 2) those don't even bother using ChatGPT.
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@mengyer
Mengye Ren
2 years
May I suggest @iclr_conf to add line numbers in its template?
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@mengyer
Mengye Ren
4 years
Humans learn new knowledge and concepts continually, incrementally, with only a few labeled examples, in a dynamically changing environment. Yet standard machine learning emphasizes "train-then-evaluate" which is inflexible to adapt once a model is trained. 1/10
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@mengyer
Mengye Ren
2 years
French President Macron in New Orleans
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@mengyer
Mengye Ren
2 years
Check out our ICLR 2023 workshop on Scene Representations for Autonomous Driving. We have an amazing line of speakers below. See you in Kigali, Rwanda!
@kashyap7x
Kashyap Chitta @ ECCV 🇮🇹
2 years
Excited to announce the ICLR 2022 workshop on Scene Representations for Autonomous Driving! Submission: (by 15.02.2023) We're accepting contributions in the form of blogs, repos, or PDFs. We also have a track for commenting on others' work, check it out!
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@mengyer
Mengye Ren
6 years
Code for our ICML 2018 paper "Learning to Reweight Examples for Robust Deep Learning" is shared here: Many thanks to co-authors and co-workers at Uber.
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@mengyer
Mengye Ren
3 years
Congratulations to @nicvadivelu on receiving the Jessie W.H. Zou Memorial Award! I am honored to be his mentor at Uber and super excited to see his future trajectory as a rising star in the field!
@thegautamkamath
Gautam Kamath
3 years
Huge congratulations to Nicholas Vadivelu ( @nicvadivelu ), an exemplar @UWCheritonCS undergrad, who just won the Jessie W.H. Zou Memorial Award for Excellence in Undergraduate Research!! Time for a #ResearchIntro 1/4
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@mengyer
Mengye Ren
4 years
Can we push back #neurips deadline? In the midst of this global pandemic, the least we want is to increase stress on our already fragile mental state in an endless isolation. Also #icml2020 cycle has been delayed. Show some coordination among big conference organizers?
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@mengyer
Mengye Ren
4 years
After such rebuttal hustles, I realized that maybe it's to the best interest for both #neurips and myself to reject my papers, so I can save them for a non-virtual conference in the future.
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@mengyer
Mengye Ren
4 years
Publishing a paper in the old days: Rounds of feedbacks/edits and eventually get accepted. Publishing a paper today: Open up the lottery ticket to see what are the scores, and withdraw and re-submit to the next conf deadline in a week.
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@mengyer
Mengye Ren
1 year
Check out our ICML workshop on Localized Learning! We have an amazing line of speakers: @geoffreyhinton , @irinarish , Edouard Oyallon, Claudia Clopath, @timos_m , Qu Yang, and Stephen Gou! Our workshop paper deadline is May 24 (1 week after NeurIPS). See you in Hawaii!
@davidinouye
David I. Inouye
1 year
Excited to announce our ICML Workshop on Localized Learning! CfP Deadline: Wed, May 24 (1 week after NeurIPS) Awards: Free workshop registration! Organizers: @davidinouye @mengyer @MateuszOnAI @meickenberg @ebelilov Gao Huang @icmlconf #ICML2023
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@mengyer
Mengye Ren
2 years
For those of you who are not aware of what is happening in Shanghai, my hometown, and the rest of China.
@selinawangtv
Selina Wang
2 years
This is an extraordinary, historic moment in China Protests are breaking out across the country-from Beijing, to elite colleges, to other major cities, and even far flung places Shocking to hear people chanting for Xi to step down This is people past their breaking point @cnn
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@mengyer
Mengye Ren
4 years
Check out our latest paper on learning novel concepts by imitating human sketches! Code is also available.
@zemelgroup
Zemel Group
4 years
Inspired by how humans use sketches to communicate novel visual concepts, our SketchEmbedNet learns to draw and can be used for few-shot learning. We also show interesting properties like linear embedding composition. arXiv: GitHub:
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@mengyer
Mengye Ren
2 years
My thoughts on the latest China protests. A race between AI and humanity: Time is running out for the Chinese people and all of us.
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@mengyer
Mengye Ren
4 years
Binged workshops for two entire days... Talk overflow in my brain🤣
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@mengyer
Mengye Ren
1 year
Aloha! Our ICML workshop on localized learning is happening this Saturday at room 310. See our official ICML workshop page for a detailed schedule! We have an amazing line of speakers and panelists -->
@mengyer
Mengye Ren
1 year
Check out our ICML workshop on Localized Learning! We have an amazing line of speakers: @geoffreyhinton , @irinarish , Edouard Oyallon, Claudia Clopath, @timos_m , Qu Yang, and Stephen Gou! Our workshop paper deadline is May 24 (1 week after NeurIPS). See you in Hawaii!
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@mengyer
Mengye Ren
4 years
I didn't realize that COVID has been haunting us for so long until the toilet paper I hoarded since the beginning of March started to run out...
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@mengyer
Mengye Ren
2 years
China has officially given up its notorious zero-covid policy—a huge political progress for the protesters. As China is opening up, let’s remember the people in Shanghai, Xinjiang, and many other cities have been locked in their homes for months, all for nothing.
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@mengyer
Mengye Ren
4 years
Check out our new #ECCV2020 paper, presenting this week! End-to-end + Interpretable #SelfDrivingCars
@sergioksas
Sergio Casas
4 years
Can we learn safe #SelfDriving end-to-end while keeping interpretability? Yes! Check out our #ECCV2020 paper on neural #motionplanning through interpretable semantic representations. Joint work w/ A.Sadat, @mengyer , P.Dhawan, X.Wu, @RaquelUrtasun @UberATG
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@mengyer
Mengye Ren
4 years
Official & authentic zgroup account. Stay tuned with our latest research!
@zemelgroup
Zemel Group
4 years
Hello world! 🎉 We are the Z-Group a.k.a. Rich Zemel’s lab at @UofT and @VectorInst ! Excited to join the party on Twitter. We’ll be posting about ML papers, as well as other fun things that come to mind 🧠 Check the next tweet to follow some students in our lab:
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@mengyer
Mengye Ren
1 year
Hallucination or creativity?
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@mengyer
Mengye Ren
2 years
What an eventful week. My thoughts on recent advances in AI.
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@mengyer
Mengye Ren
4 years
Before desk rejecting papers with format issues, please provide a format checker next time to the authors in the portal. This is a new process introduced this year and it’s unfair to authors since we don’t understand which rules are flagging and there is no warning. @NeurIPSConf
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@mengyer
Mengye Ren
2 years
#ChatGPT and other LLMs can help ESL community write better scientific papers and promote DEI in research.
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@mengyer
Mengye Ren
5 years
This over-hyped field is morbidly competitive.
@hardmaru
hardmaru
5 years
“To start a PhD in ML, without insider referral, you need to do work equivalent to half of a PhD. Hence, in Apr 2019, I decided to dedicate all my time until Jan 2020 to publish in either NeurIPS or ICLR. If I fail, I would become a JavaScript programmer.” — @andreas_madsen ‼️
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@mengyer
Mengye Ren
1 year
@jon_barron could be nice for encoding things non-color/intensity.
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@mengyer
Mengye Ren
1 year
Why does the US still have a discriminatory immigration policy based on country of birth? Like, it's 2023, not 1882...
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@mengyer
Mengye Ren
3 years
Why is AWS or GCP so reluctant to approve my request of launching an 8 GPU instance?
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@mengyer
Mengye Ren
4 years
Towards more interactive #selfdriving , we propose a new motion forecasting network based on the transformer architecture to explicitly model interaction among actors. Check out our recent IROS'20 paper, available on arXiv: #SelfDrivingCars @uber @uberatg
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@mengyer
Mengye Ren
5 years
Wondering about self-driving vehicles encountering unseen animals on the road? Our CoRL paper studies how to recognize unknown objects in the open world. Joint work with Kelvin Wong, Shenlong Wang, Ming Liang and Raquel Urtasun.
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@mengyer
Mengye Ren
2 years
Most of our next generation will probably not understand why communicating with computers in human language was so non-trivial back in the days. Just like we are so used to take consumer electronics for granted.
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@mengyer
Mengye Ren
5 years
So, cmt server is down again. It’s 2019, come on! A few thousand submission really isn’t that many!
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@mengyer
Mengye Ren
4 years
In standard few-shot learning (FSL), an elephant is always an elephant no matter which episode it is. Check out our new paper that extends FSL to more flexible classification criteria -->
@zemelgroup
Zemel Group
4 years
Check out our new paper Flexible Few-Shot Learning -- the same object can belong to different classes depending on context. We found unsupervised representation is better than supervised. A short version at NeurIPS metalearn workshop today at 10 EST.
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@mengyer
Mengye Ren
4 years
I want a customized TensorBoard.
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@mengyer
Mengye Ren
4 years
Code & data are released:
@zemelgroup
Zemel Group
4 years
Our recent paper features a natural few-shot learning paradigm that continually introduce new objects in a sequence, such as when wandering through a new environment like walking room-to-room in a new house. Code & data: @mengyer
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@mengyer
Mengye Ren
2 years
Nuclear fusion will likely provide clean and nearly endless energy for massive AGIs.
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@mengyer
Mengye Ren
2 years
Continuous vs discrete, local vs centralized, exploration vs exploitation… They are not only pairs of opposite concepts and tradeoffs, but also pairs of one concept embedded in another repeated over many layers.
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@mengyer
Mengye Ren
5 years
ICLR score ladder designers and reviewers, score ONE, it's the lowest positive integer out of 10, do you really mean it? To me, it's like saying this paper is absolutely trash.
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@mengyer
Mengye Ren
2 years
It is scary if an entire population uses one proprietary chat software to have daily private conversations. Switching cost is too high for individuals. For cell phone, you can switch service provider and still talk to anyone. Shouldn’t we have open protocols for our digital life?
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@mengyer
Mengye Ren
4 years
Imagine a cloak can make you invisible? We build a car-top that can hide cars from LiDAR detectors. Let's start making self-driving safer and more secure. Work by James Tu and other amazing collaborators!
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@DeepAI
DeepAI
4 years
Physically Realizable Adversarial Examples for LiDAR Object Detection by James Tu et al. including @mengyer #DeepLearning #ComputerScience
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@mengyer
Mengye Ren
2 years
Who will get the first PhD degree advised by GPT?
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@mengyer
Mengye Ren
5 years
I hate anywhere on earth deadlines...
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@mengyer
Mengye Ren
1 year
@savvyRL Maybe with a smaller LR and batch size?
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@mengyer
Mengye Ren
3 years
Excited to see our graph hypernet (GHN) just got upgraded to be much stronger now. Check out GHN2 from Boris Knyazev et al.:
@BorisAKnyazev
Boris Knyazev
3 years
Do we still need SGD/Adam to train neural networks? Based on our #NeurIPS2021 paper, we are one step closer to replacing hand-designed optimizers with a single meta-model. Our meta-model can predict parameters for almost any neural network in just one forward pass. (1/n)
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@mengyer
Mengye Ren
2 years
In Shanghai subway, the police manually search cell phones for apps like Telegram.
@whyyoutouzhele
李老师不是你老师
2 years
今晚 上海地铁 民警正在挨个查手机
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@mengyer
Mengye Ren
1 year
In 2023, the role of photography is getting redefined. Whereas AI generates near perfect images, Apple’s new Vision Pro lets us immerse in historical moments. To many people, photos are visual souvenirs that activates our memory. But how do we preserve our digital memory? A
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@mengyer
Mengye Ren
3 years
gmail has been aggressively classifying emails as spam these days. A lot of surprise when I opened up my spam folder. Even for replies to my original email? Such a false positives rate seems like something is wrong...
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@mengyer
Mengye Ren
11 months
Testing #GPT4V with the Stroop color-word test -- Impressive performance but not quite there. Making more sequential attentional mistakes rather than color-word interference.
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@mengyer
Mengye Ren
5 years
Tim Hortons, Canada’s #1 coffee brand, after these many years, still on their way learning how to design a coffee cup that doesn’t spill on my hand.
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@mengyer
Mengye Ren
2 years
Rogers is getting ridiculous. How can this possibly happen for so long?
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@mengyer
Mengye Ren
10 months
Using national security as a disguise for making discriminatory laws is unacceptable. See Science article: New Florida law blocks Chinese students from academic labs
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@mengyer
Mengye Ren
3 years
Why is today's authentication technology a disaster? To sit down at my desk, I 1. Transfer my coffee and food to my left hand, and complete the rest of the tasks with another hand 2. Fail to unlock my iphone with a mask for 3 seconds and enter password with my right hand
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@mengyer
Mengye Ren
2 years
Why does “sunset grill” only serve breakfast and close at 3pm? Could never get a sunset grill during sunset. Should change its name to “sunrise grill”
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@mengyer
Mengye Ren
4 years
Check out our latest paper LoCo for local unsupervised contrastive learning . Joint work with @yuwen_xiong_cs and @RaquelUrtasun
@yuwen_x
Yuwen Xiong
4 years
Can we make unsupervised learning not backprop end-to-end? In our paper , we propose LoCo that matches end-to-end BP using SIMCLR, unlocking the potential for model parallelism + memory savings + bio plausibility. @mengyer @RaquelUrtasun @UberATG @Uber
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@mengyer
Mengye Ren
10 months
@RichardMCNgo future does not seem great for introverts
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@mengyer
Mengye Ren
2 years
@_jasonwei A Chinese first name is probably a better indicator if they are native native Chinese speakers.
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@mengyer
Mengye Ren
8 months
@RogerGrosse I didn’t pass these filters, and I thank Canada for giving me an alternative path.
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@mengyer
Mengye Ren
4 years
Just realized how boring our digital lives are: Everyone has the same GUI, same phone, same email, same calendar, same msg, same website, etc. the list goes on. The most you get is changing the bg img or colors. When will design be decoupled from tech products?
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@mengyer
Mengye Ren
1 year
Protip: When plotting a training curve, do not include all of your 1,000,000 training step data points in a vectorized figure in the paper pdf -- it will clog up your pdf reader and your printer.
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@mengyer
Mengye Ren
1 year
@savvyRL Yeah, but I still think there is also the question of dataset size. I don't think the usage of the word has changed much from before -- pretraining on ImageNet classification and finetuned on some other domain specific image classification dataset also meant the same learning
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@mengyer
Mengye Ren
1 year
It seems that GPT-4 can directly edit LaTeX now.
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@mengyer
Mengye Ren
6 years
New preprint on learning to reweight training examples w/ Wenyuan, Bin and Raquel. More robustness towards label noises and class imbalance by comparing the grad. direction of clean and noisy inputs.
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@mengyer
Mengye Ren
4 years
Progress I made over #quarantine : Developed a taste for cheap instant coffee. Over the past 5 months (2 cups per day), the money I spend on coffee is less than a dozen #Starbucks .
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@mengyer
Mengye Ren
11 months
@savvyRL What's going on with all the anonymous hate comments under this thread?
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@mengyer
Mengye Ren
6 years
TFW the reviewers say that there are minor flaws but not pointing out where are the flaws... that the idea is not novel and not SOTA but not giving the actual references... How about just have an option: "not in a good mood of accepting this paper"?
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@mengyer
Mengye Ren
5 years
UofT: please cancel in-person classes. The Canadian government: please shut down entrance from countries undergoing outbreak. Why does Canada always have to be the slow mover, again?
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@mengyer
Mengye Ren
5 years
Just found out COLT means a young male horse 🐴
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@mengyer
Mengye Ren
4 years
Absolutely love the virtual paper experience. Thank you for the hard work!
@srush_nlp
Sasha Rush
4 years
1/ Spent the last couple weeks in quarantine obsessively coding a website for Virtual ICLR with @hen_str . We wanted to build something that was fun to browse, async first, and feels alive.
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@mengyer
Mengye Ren
2 years
@ylecun @MetaAI @paperswithcode Very cool work! Could Galactica potentially plagiarize existing papers, like in OpenAI’s codex that copied other people’s licensed code line-by-line? Or what if two people used the same tool and wrote two similar papers?
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@mengyer
Mengye Ren
7 years
This blog introduces Uber ATG Toronto’s recent research on SBNet, leveraging block activation sparsity for speeding-up CNN inference. Our customized CUDA kernels are also open-sourced on GitHub (). via @ubereng
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@mengyer
Mengye Ren
4 years
Congrats to CVPR making into top-5 scientific publication venues according to Google Scholar
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@mengyer
Mengye Ren
5 years
Why there is no Uber for family doctors? Why is it so hard to find a family doctor? Are we waiting for AI to fill these jobs?
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@mengyer
Mengye Ren
4 years
Post pandemic, everyone will have a little mirror on the meeting desk to check their self-image.
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@mengyer
Mengye Ren
4 years
Joint work with Lingyun (Luke) Li, Bin Yang, Ming Liang @zengwenyuan1995 @seanseg @RaquelUrtasun
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@mengyer
Mengye Ren
3 years
@Eleni30fillou @hugo_larochelle @dumoulinv Congratulations Eleni! Such a great news!
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