Danyal Akarca

@danakarca.bsky.social

Neuro, AI, chips @ Imperial & Cambridge. www.danakarca.com

We're hiring,, of interest to people in spiking neural networks and neuromorphic particularly. See below. 👇 Note the deadline for applications is very soon! Apologies for this but various admin necessities made it unavoidable.

Danyal Akarca@danakarca.bsky.social · last yr.

Hiring a post-doc at Imperial in EEE. Broad in scope + flexible on topics: neural networks & new AI accelerators from a HW/SW co-design perspective! w/ @neuralreckoning.bsky.social @achterbrain.bsky.social in Intelligent Systems and Networks group. Plz share! 🚀: www.imperial.ac.uk/jobs/search-...

Hiring a post-doc at Imperial in EEE. Broad in scope + flexible on topics: neural networks & new AI accelerators from a HW/SW co-design perspective! w/ @neuralreckoning.bsky.social @achterbrain.bsky.social in Intelligent Systems and Networks group. Plz share! 🚀: www.imperial.ac.uk/jobs/search-...

Description

Please note that job descriptions are not exhaustive, and you may be asked to take on additional duties that align with the key responsibilities ment...

imperial.ac.uk

Excited for the UK Neural Computation Conference 2025 @ Imperial, 9th - 11th July! 🚀 World leading scientists working in brain computation - from experimental to modelling, mathematics & ML (+ all combinations thereof). Registration closes 1st July! Plz share: neuralcomputation.uk

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Almost last call to register for UK neural computation conference in London July 10-11. Registration deadline is July 1st. We have some great talks and posters as well as a session on funding with ARIA. 🤖🧠🧪 Look forward to seeing you all there. Now click here 👇 neuralcomputation.uk

A cartoon-style illustration of a brain and a computer having a conversation. The brain has eyes and a mouth, and is animated to look like it's talking. It says, 'Have you heard about this comp neuro thing happening at Imperial College?'. The computer has a friendly face on its screen and is replying, 'Yeah it's going to be pretty hot'.

Excited for the UK Neural Computation Conference 2025 @ Imperial, 9th - 11th July! 🚀 World leading scientists working in brain computation - from experimental to modelling, mathematics & ML (+ all combinations thereof). Registration closes 1st July! Plz share: neuralcomputation.uk

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We propose a novel framework that disentangles the concepts of “hardware” and “state” within the NCA. For us: - Rules = "Physics" dictating state transitions. - Hardware = Immutable + heterogeneous scaffold guiding the CA behaviour. - State = Dynamic physical & computational substrate.

Our framework performs matrix operations (translation, multiplication, rotation) through continuous cellular interactions evolving over time (from t=0 to t=60). Core mechanism: cells communicating only with neighbors, and interacting with a local fixed (but learned) heterogeneous substrate, are able to collectively solve mathematical tasks without explicit algorithms.

Super awesome work by @solarpunkgabs.bsky.social - training neural cellular automata directly to solve tasks via matrix operations!

Gabriel Béna 🌻@solarpunkgabs.bsky.social · last yr.

New #Preprint Alert!! 🤖 🧠 🧪 What if we could train neural cellular automata to develop continuous universal computation through gradient descent ?! We have started to chart a path toward this goal in our new preprint: arXiv: arxiv.org/abs/2505.13058 Blog: gabrielbena.github.io/blog/2025/be... 🧵⬇️

Registration is open for UK Neural Computation 2025 10th/11th July! We are offering 8 conference fellowships to support attendance. ***Abstract submission deadline is 12th May!*** neuralcomputation.uk/submission.h... Register here: neuralcomputation.uk/registration... Any q's - get in touch!

Submission |

neuralcomputation.uk

Mark D Humphries@markdhumphries.bsky.social · last yr.

Conference Fellowships for the UK Neural Computation meeting are now available, to support presenting authors; sponsored by @aria-research.bsky.social Includes fee waiver and attendance expenses Apply here by May 23rd neuralcomputation.uk/fellowships.... p.s. UKNC abstracts due by May 12th!

Come along to the UK neural computation conference! Registration now open. Check out this awesome set of speakers, and even more importantly loads of opportunities to interact with your fellow computationally minded UK neuroscientists (including a mind matching session hopefully).

Speakers include Jennifer Bizley, Rafal Bogacz, Claudia Clopath, Jonathan Cornford, Paul Graham, Flavia Mancini, Simon Schultz, Petra Vertes and Petr Znamenskiy. ARIA will be hosting a session on developing grant proposals.
Mark D Humphries@markdhumphries.bsky.social · last yr.

Registration open for UK Neural Computation 2025 @Imperial neuralcomputation.uk/registration... ECR day: 9 July, ~30 free places Main meeting: 10-11 July Pls share! Sponsors @aria-research.bsky.social @crick.ac.uk Organisers: @danakarca.bsky.social @neuralreckoning.bsky.social & me

Abstract submissions are now open for the UK Neural Computation Conference! (Deadline 12th May). We also have ARIA sponsored travel funds for ECRs! 💥 Submit here: neuralcomputation.uk/submission.html Genreal info: neuralcomputation.uk Registration open May. Any qs get in touch + plz share!

Submission |

neuralcomputation.uk

Mark D Humphries@markdhumphries.bsky.social · last yr.

Abstract submission is open for UK Neural Computation 2025 @ Imperial College (9-11 July) neuralcomputation.uk/submission.h... Deadline: 12 May Please share All info: neuralcomputation.uk Sponsors: ARIA; Francis Crick Institute Organisers: @danakarca.bsky.social @neuralreckoning.bsky.social

New preprint: "The geometry of the neural state space of decisions", work by Mauro Monsalve-Mercado, buff.ly/42wVHD5. Surprising results & predictions! (Thread) We analyze neuropixel population recordings in macaque area LIP during a reaction time, random-dot motion 1/

Picture of neural manifolds for the two choices in a decision-making task, depicted in 3D and in 2D

We are hosting UKNC 2025 @ imperial! 💥 Fantastic set of speakers, see at neuralcomputation.uk Super exciting time to be working at the intersection of comp neuro/AI & applications. Save the dates: 9th July - ECR day 10th & 11th July - Main event Any questions get in touch! Plz share!

UKNC25 |

neuralcomputation.uk

Mark D Humphries@markdhumphries.bsky.social · 2y ago

Save the date! UK Neural Computation 2025 will be at Imperial College London 9 July: ECR day 10-11 July: main meeting 9 invited speakers, 4 talks from abstracts and many posters Abstract & registration opening soon Pls share! neuralcomputation.uk

We are hosting UKNC 2025 @ imperial! 💥 Fantastic set of speakers, see at neuralcomputation.uk Super exciting time to be working at the intersection of comp neuro/AI & applications. Save the dates: 9th July - ECR day 10th & 11th July - Main event Any questions get in touch! Plz share!

UKNC25 |

neuralcomputation.uk

Mark D Humphries@markdhumphries.bsky.social · 2y ago

Save the date! UK Neural Computation 2025 will be at Imperial College London 9 July: ECR day 10-11 July: main meeting 9 invited speakers, 4 talks from abstracts and many posters Abstract & registration opening soon Pls share! neuralcomputation.uk

Rory @rory.bio is working on a large project to accelerate science 🧪 through high-quality & open-source software. To steer the project it would be amazing to hear from scientists across fields about problems in the scientific process *you* want to see solved! Tell Rory here flywhl-ideas.notion.site

Notion – The all-in-one workspace for your notes, tasks, wikis, and databases.

A new tool that blends your everyday work apps into one. It's the all-in-one workspace for you and your team

flywhl-ideas.notion.site

We're just getting started discovering how biology constrains the emergence of intelligence & behaviour + leveraging this w/ AI. Spatially embedded neuromorphic networks nature.com/articles/s42... Thank you Bratislav Misic & Filip Milisav: covering mine and @achterbrain.bsky.social recent work!

Spatially embedded neuromorphic networks - Nature Machine Intelligence

A framework for training artificial neural networks in physical space allows neuroscientists to build networks that look and function like real brains.

nature.com

If the field of bio-learning rules leaves you confused as to what is and what is not actually "biologically plausible", we've got the tool here for you: A formalism to clarify what different learning algorithms actually mean when they say they're "local". #NeurIPS2023

Ezekiel Williams@ezekielwilliams.bsky.social · 3y ago

Excited to share my first 2nd author NeurIPS paper, w/ Colin Bredenberg, Cristina Savin, @tyrellturing.bsky.social, & Guillaume Lajoie! We formulate a mathematically grounded notion of locality for learning rules in neural nets. Useful for neuroscience & neuromorphics openreview.net/forum?id=rGN...

A reminder of these positons! Do share with talented students and colleagues - do get in touch if you have any questions.

Danyal Akarca@danakarca.bsky.social · 3y ago

We have x4 Postdoc positions @ Cambridge, @ the fantastic MRC Cognition & Brain Sciences Unit, working on exciting comp neuro, imaging and NeuroAI projects… w/ @duncanastle.bsky.social, Petra Vertes + others! Link here: jobs.cam.ac.uk/job/43796/ If you have any questions, hmu! (Do plz share!)