Imtiaz Humayun Profile
Imtiaz Humayun

@imtiazprio

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Research Scientist at Google. PhD @RiceUniversity with @rbaraniuk. Co-founded @bengali_ai. DL theory, interpretability and generative models 🇧🇩

Houston, Texas
Joined August 2018
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@imtiazprio
Imtiaz Humayun
2 years
How are Deep Neural Networks black-boxes if you can visualize them in an 'exact' manner?. Our new #CVPR23 paper, presents a fast and scalable PyTorch toolbox to visualize the linear regions, aka partition+decision boundary, of any DNN (red🔻)!. 🧵 1/N
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@imtiazprio
Imtiaz Humayun
29 days
RT @agrimgupta92: Introducing Genie 3, our state-of-the-art world model that generates interactive worlds from text, enabling real-time int….
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@imtiazprio
Imtiaz Humayun
3 months
RT @thomas_M_walker: GrokAlign: A method to accelerate grokking motivated by a geometric characterisation of the phenomenon. - The grokked….
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Imtiaz Humayun
4 months
RT @Google: Say goodbye to the silent era of video generation: Introducing Veo 3 — with native audio generation. 🗣️. Quality is up from Veo….
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@imtiazprio
Imtiaz Humayun
5 months
RT @tjingrant: 📣 The Journey Matters: Our #ICLR2025 paper shows how to pretrain sparse LLMs with half the size of dense LLMs while maintain….
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@imtiazprio
Imtiaz Humayun
6 months
RT @andrewgwils: My new paper "Deep Learning is Not So Mysterious or Different": Generalization behaviours in deep….
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@imtiazprio
Imtiaz Humayun
7 months
Indeed, it is that simple! The wiggliness induced by each layer allows NNs to approximate non-linear functions. More layers -> more possible wiggle -> more non-linearity. A nice way of thinking about this is imagining NNs doing origami on an elastic piece of paper!
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@jxmnop
Jack Morris
7 months
the simplest explanation for why NNs work so well
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@imtiazprio
Imtiaz Humayun
7 months
RT @bneyshabur: In 2021, when I decided to let go of deep learning theory and focus on improving math and reasoning in LLMs, I was inspired….
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@imtiazprio
Imtiaz Humayun
7 months
Checkout buddy @randall_balestr discussing our work and more, why thinking of NNs as splines can provide strong intuitions of how they learn, generalize and grok! Also features a small cameo from yours truly!!.
@MLStreetTalk
Machine Learning Street Talk
7 months
Professor @randall_balestr discussing some exciting research he has been working on recently, in particular around spline-based interpretability. • Why reconstruction learning can fail for perception.• How deep nets partition space like a crystal.• Spline theory new insights
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@imtiazprio
Imtiaz Humayun
8 months
RT @mbeisen: Here's the thing. We have **NO IDEA** how to pick good graduate students. I served on admission committees for 10+ years, and….
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@imtiazprio
Imtiaz Humayun
8 months
RT @fchollet: I kinda miss when "AI Twitter" was folks doing AI research or app development, posting under their own identities. Slightly m….
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@imtiazprio
Imtiaz Humayun
8 months
RT @jxmnop: no AI here, just the coolest paper i've seen in a while
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@imtiazprio
Imtiaz Humayun
9 months
RT @YukeWang1: I will be hiring 2~3 PhD students at Rice CS in the Fall of 2025 in the system for deep learning. Feel free to reach out and….
csweb.rice.edu
Graduate Program Application Thank you for your interest in computer science graduate studies at Rice University.
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@imtiazprio
Imtiaz Humayun
9 months
RT @negar_rz: Excited to be back to @WiMLworkshop at #NeurIPS2024 🥳.
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@imtiazprio
Imtiaz Humayun
10 months
RT @pcastr: We've been rehearsing for over two months and we're ready to rock opening night tomorrow. If you're in Ottawa, don't miss out!….
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@imtiazprio
Imtiaz Humayun
10 months
We have already achieved self-improvement in diffusion models, via its own synthetic data! Not that far away definitely!
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@kimmonismus
Chubby♨️
10 months
Mustafa Suleyman, CEO of Microsoft AI, says in an interview surprisingly openly that self-improving AI will be achieved in 3-5 years at the latest, but certainly before 2030. That would be the point in time when we would slowly enter the singularity. The consequences after that
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@imtiazprio
Imtiaz Humayun
10 months
RT @LongFormMath: Math 🤝 Halloween
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@imtiazprio
Imtiaz Humayun
10 months
RT @micahgoldblum: 📢I’ll be admitting multiple PhD students this winter to Columbia University 🏙️ in the most exciting city in the world!….
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@imtiazprio
Imtiaz Humayun
10 months
RT @MihaelaVDS: Interested in a #PhD that let‘s you transform what is possible with #AI & #MachineLearning? That gives you the chance to pu….
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vanderschaar-lab.com
Do you want to meet Prof van der Schaar, the current PhD students, and our researchers? Join us for our online PhD Open Day on 14 November!
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@imtiazprio
Imtiaz Humayun
10 months
RT @JaronMink: The Happy Lab is hiring multiple PhD students for Fall 2025! RT appreciated :-). We discover how human factors can 1) mitiga….
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happyresearchlab.com
Human Aspects in cyber Protection & PrivacY Who are we? We are a group of researchers discovering how to better pro...
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