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Vincent Dutordoir Profile
Vincent Dutordoir

@vdutor

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Research Scientist @GoogleDeepMind (AI for Science). Previously: PhD @CambridgeMLG, @SecondmindLabs

Cambridge, England
Joined April 2017
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@vdutor
Vincent Dutordoir
14 days
RT @GoogleDeepMind: Introducing AlphaGenome: an AI model to help scientists better understand our DNA – the instruction manual for life 🧬….
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@vdutor
Vincent Dutordoir
4 months
An opportunity to join our team. Feel free to reach out if you have any questions.
@s6juncheng
Jun Cheng
4 months
We are looking a PhD Student Researcher at Google DeepMind for 2025 summer! Strong publication record and technical skills on machine learning and genomics preferred. Need to be 80% for a few months. Team in London. Looking forward to hear from you!
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@vdutor
Vincent Dutordoir
7 months
RT @shreyaspadhy: I’m really excited to be attending NeurIPS and presenting our work on efficient fine-tuning of pre-trained diffusion mode….
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@vdutor
Vincent Dutordoir
2 years
A highlight of the #NeurIPS2023 meetup in Cambridge for me was Carl Rasmussen's keynote on "Halting Climate Change". Spoiler: it has nothing to do with AI. Worth a watch:
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@vdutor
Vincent Dutordoir
2 years
Links:. code: slides: paper:
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@vdutor
Vincent Dutordoir
2 years
Introducing a novel Langevin-based conditional sampler, our model scales to fit complex scalar/vector fields in both Euclidean & manifold codomains, exemplified by forecasting tropical hurricanes as per the illustrated figure.
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@vdutor
Vincent Dutordoir
2 years
We achieve this by first extending diffusion models to infinite-dimensional function spaces by a) constructing a noising process which admits, as limiting distribution, a Gaussian process that is group invariant, and b) approximating the score with an equivariant neural network.
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@vdutor
Vincent Dutordoir
2 years
As shown in the figure, these feature fields transform in a particular way when acted on by group elements such as translation or rotations. Often the frame used to represent these fields is arbitrary, and as such one ought to encode this invariance into the model
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@vdutor
Vincent Dutordoir
2 years
Our work presents a general-purpose probabilistic model over feature fields, which are functions often encountered in physical sciences, such as temperature maps, wind fields, stress tensors, etc.
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@vdutor
Vincent Dutordoir
2 years
Happy to share Geometric Neural Diffusion Processes at #NeurIPS. Join us for Poster Session 3 on Wednesday if you’re interested in diffusion models for modelling equivariant stochastic processes. With @MathieuEmile @MHutchinson141 @ValentinDeBort1 @yeewhye #richturner.
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@vdutor
Vincent Dutordoir
2 years
as well as a keynote presentation by prof Carl Rasmussen on his latest research on climate change policy. Finally, prof @lawrennd will chair a panel discussion on "AI for Social Good".
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@vdutor
Vincent Dutordoir
2 years
Apart from posters, the day will feature two spotlight talk sessions.
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@vdutor
Vincent Dutordoir
2 years
There are still a couple of places left for the NeurIPS@Cambridge meetup next week, Dec 8th. Priority will be given to people presenting a poster. Registration & full schedule on
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@vdutor
Vincent Dutordoir
2 years
Happy to announce the 3rd NeurIPS @ Cambridge event on Friday, Dec 8th! Join us for an in-person gathering to discuss the latest in machine learning research. Find all details and register at #NeurIPS2023 #MachineLearning #Cambridge
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@vdutor
Vincent Dutordoir
2 years
Als u vandaag één artikel leest, laat het dan dit zijn. "Alex was 41. In de kranten staat dat hij een heroïneverslaafde was. Dat zal zeker zijn, maar hij was ook een oorlogsslachtoffer, een mens en bovenal mijn vriend.".
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@vdutor
Vincent Dutordoir
2 years
RT @frgsimpson: Our #ICML2023 paper introduces Neural Diffusion Processes - generalising diffusion processes to function spaces. Great to w….
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@vdutor
Vincent Dutordoir
2 years
RT @louistiao: in case you ever wondered what happens when a sphere gets hit with the ReLU activation🌐🧠🔥
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@vdutor
Vincent Dutordoir
2 years
Lol. I also have to thank T-Rex for my first job. Learned to play the game (from raw pixels in a screen capture) using deep Q-learning:
@AkshayNarisetti
akshay
2 years
This Project got me an interview at Google.
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@vdutor
Vincent Dutordoir
2 years
Congrats! It's amazing to see how Random (Fourier) Features continue to fuel progress even in this era of Transformers.
@isaac_o_reid
Isaac Reid
2 years
Simplex Random Features accepted to #ICML2023 w oral presentation! TLDR: Monte Carlo methods linearise Transformer attention by throwing a (random) kitchen sink at it, but you can get much better results with a slightly more sophisticated sink🚰 🧵1/9
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@vdutor
Vincent Dutordoir
3 years
This an excellent opportunity to present your work (past, NeurIPS or ongoing) and to connect with other researchers in our diverse community here in the greater Cambridge area :) The day will also feature panel sessions and in-person presentations.
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