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Linus Ericsson

@sillinuss

Assistant Professor in AI & ML at The University of Glasgow

 Glasgow, Scotland
linusericsson.github.io/
Joined October 2013
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Can your NAS pipeline handle datasets it has never seen before? We’re officially inviting the ML community to the NAS Unseen Data Competition. Website: nascompetition.com/ Winners will be celebrated at the AutoML 2026 conference in Ljubljana! @automl_conf
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Linus Ericsson retweeted
Linus Ericsson (@sillinuss) profile picture
Linus Ericsson@sillinuss3 Jun 2024
Check out our new work on NAS search spaces! We have created einspace, a new expressive search space that unifies many architectural families, including convnets, transformers and mlp-only architectures. paper: arxiv.org/abs/2405.20838 project page: linusericsson.github.io/eins…
Figure illustrating a diverse set of architectures within einspace. The top row shows the networks ResNet18, ViT and MLP-Mixer, and the bottom row shows their CFG derivation trees within our grammar.

ALT Figure illustrating a diverse set of architectures within einspace. The top row shows the networks ResNet18, ViT and MLP-Mixer, and the bottom row shows their CFG derivation trees within our grammar.

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Pretty cool place you know bsky.app/profile/linusericss… #NeurIPS2024 #neurips
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This work was done at the University of Edinburgh with collaborators Miguel Espinosa, @CYang51746374, @AntreasAntonio, @AmosStorkey, Shay B. Cohen, @steve_mcdonagh and Elliot J. Crowley. @SchoolOfEng_UoE , @InfAtEd
Linus Ericsson (@sillinuss) profile pictureLinus Ericsson@sillinuss3 Jun 2024
Check out our new work on NAS search spaces! We have created einspace, a new expressive search space that unifies many architectural families, including convnets, transformers and mlp-only architectures. paper: arxiv.org/abs/2405.20838 project page: linusericsson.github.io/eins…
Figure illustrating a diverse set of architectures within einspace. The top row shows the networks ResNet18, ViT and MLP-Mixer, and the bottom row shows their CFG derivation trees within our grammar.

ALT Figure illustrating a diverse set of architectures within einspace. The top row shows the networks ResNet18, ViT and MLP-Mixer, and the bottom row shows their CFG derivation trees within our grammar.

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Thanks to Elliot, Steven and Antreas in particular for forming the early stages of the idea and Shay for help formulating the CFG!
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Our space is based on a parameterised probabilistic context-free grammar. Through its recursively defined production rules, it's able to generate architectures that are arbitrarily wide and deep, containing branching and routing operations in addition to parameterised layers.
The production rules of our context-free grammar defining einspace. S is the starting symbol, capitals are non-terminals and lowercase symbols are terminals.

ALT The production rules of our context-free grammar defining einspace. S is the starting symbol, capitals are non-terminals and lowercase symbols are terminals.

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In our experiments we find new cool architectures as well as improvements on existing ones across a range of diverse datasets from the Unseen NAS suite. Here is an example of the wild (and high-performing) things einspace can generate. code: github.com/linusericsson/ein…
The top architecture found on the AddNIST dataset. The black node is the input and red is output. This network contains a complex series of branching operations that form a beautiful flower shape.

ALT The top architecture found on the AddNIST dataset. The black node is the input and red is output. This network contains a complex series of branching operations that form a beautiful flower shape.

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Check out our new work on NAS search spaces! We have created einspace, a new expressive search space that unifies many architectural families, including convnets, transformers and mlp-only architectures. paper: arxiv.org/abs/2405.20838 project page: linusericsson.github.io/eins…
Figure illustrating a diverse set of architectures within einspace. The top row shows the networks ResNet18, ViT and MLP-Mixer, and the bottom row shows their CFG derivation trees within our grammar.

ALT Figure illustrating a diverse set of architectures within einspace. The top row shows the networks ResNet18, ViT and MLP-Mixer, and the bottom row shows their CFG derivation trees within our grammar.

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Linus Ericsson retweeted
Raman Dutt (@RamanDutt4) profile picture
Raman Dutt@RamanDutt41 Jun 2024
🚨 MemControl: Mitigating Memorization in Medical Diffusion Models via Automated Parameter Selection A new strategy to mitigate memorization in Diffusion models Arxiv: arxiv.org/abs/2405.19458 Work done with @SnchzPedro_ @OBohdal @STsaftaris @tmh31 @BioMedAI_CDT 🧵👇
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