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📜🚨📜🚨 NN loss landscapes are full of permutation symmetries, ie. swap any 2 units in a hidden layer. What does this mean for SGD? Is this practically useful? For the past 5 yrs these Qs have fascinated me. Today, I am ready to announce "Git Re-Basin"! arxiv.org/abs/2209.04836

📢📢📢 𝗔𝘁𝘁𝗲𝗻𝘁𝗶𝗼𝗻 𝗕𝗲𝗮𝘁𝘀 𝗖𝗼𝗻𝗰𝗮𝘁𝗲𝗻𝗮𝘁𝗶𝗼𝗻 𝗳𝗼𝗿 𝗖𝗼𝗻𝗱𝗶𝘁𝗶𝗼𝗻𝗶𝗻𝗴 𝗡𝗲𝘂𝗿𝗮𝗹 𝗙𝗶𝗲𝗹𝗱𝘀 We ran A LOT of experiments to find the best way to make neural fields generalize... so you don’t have to! arxiv.org/abs/2209.10684

We present a new algorithm, cryoFIRE ❄️🔥, for fast ab initio heterogeneous reconstruction, appearing at NeurIPS Conference this Dec! Really proud to share our latest work, led by the amazing Axel Levy, and my first paper Princeton Computer Science #EZlaboratory Paper: arxiv.org/abs/2210.07387 1/

Working with David has made the start of my PhD an absolute joy!!! Happy to answer any questions about life in Toronto, PhD at University of Toronto U of T Department of Computer Science , or about the Toronto Comp Imaging Group! Please apply and reach out! 😁

The Realistic Graphics Lab is looking to recruit a *PhD student* and a *Research Engineer*. We develop algorithms and systems that invert the process of rendering to reconstruct realistic 3D worlds from images. A bit like "TensorFlow", but for physical simulations of light.

Considering a PhD and interested in differentiable rendering, self-supervised representation learning in vision, and 3D scene representations? Apply to MIT and consider my research group! scenerepresentations.org Application under gradapply.mit.edu/eecs/apply/log…!

My favorite LLM: Large Lagrange Model...

[please retweet widely] We are looking for tenured faculty in AI and Computer Vision for health. e.g. areas: image reconstruction; image analysis; AI in surgery. Apply by 3/3/2023: elxw.fa.em3.oraclecloud.com/hcmUI/Candidat… MICCAI Society @miua2023 Machine Learning for Biomedical Imaging IEEE-TMI Health Data Research UK (HDR UK) ELLIS

🧐 Now curious to see how Perceptive looks on a car? Check it out! 👇 youtu.be/_7prG5XtEXI

👀 Get ready for an exclusive look into the beating 💙 of our Universal Sensor! youtu.be/dHeKg-bahwM

Apple announced Vision Pro yesterday. Just like the iPhone, this system is poised to disrupt how we interact with digital information. Interestingly, perhaps not surprisingly, eye tracking is key to enabling future human-computer interfaces in their mixed reality system. (1/n)

Join us at the University of California, in the Santa Barbara campus located at a fabulous ocean location a few hours drive from San Francisco and Los Angeles ✨ I cannot imagine a better environment to start a research lab!