Guillaume Bellec
@bellecguill.bsky.social
1.1K followers 350 following 81 posts
AI, Neuroscience and Music
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bellecguill.bsky.social
Pre-print 🧠🧪
Is mechanism modeling dead in the AI era?

ML models trained to predict neural activity fail to generalize to unseen opto perturbations. But mechanism modeling can solve that.

We say "perturbation testing" is the right way to evaluate mechanisms in data-constrained models

1/8
Reposted by Guillaume Bellec
bio-emergent.bsky.social
🎉 "High-dimensional neuronal activity from low-dimensional latent dynamics: a solvable model" will be presented as an oral at #NeurIPS2025 🎉

Feeling very grateful that reviewers and chairs appreciated concise mathematical explanations, in this age of big models.

www.biorxiv.org/content/10.1...
1/2
Reposted by Guillaume Bellec
modirshanechi.bsky.social
New in @pnas.org: doi.org/10.1073/pnas...

We study how humans explore a 61-state environment with a stochastic region that mimics a “noisy-TV.”

Results: Participants keep exploring the stochastic part even when it’s unhelpful, and novelty-seeking best explains this behavior.

#cogsci #neuroskyence
Reposted by Guillaume Bellec
neural-reckoning.org
Today is the last day for submissions to the free online SNUFA spiking neural network workshop! This is a great opportunity to present your work (hundreds of participants and sometimes thousands of YouTube views per talk), and abstract submission is easy (300 words). Do it now! 🤖🧠🧪

snufa.net/2025/
SNUFA 2025
Spiking Neural networks as Universal Function Approximators
snufa.net
Reposted by Guillaume Bellec
mjaggi.bsky.social
We're hiring again for AI research engineering roles: Join the team behind the Apertus LLM, if you share our passion to work on impactful AI that's truly open.

careers.epfl.ch/job/Lausanne...
AI Research Engineers - Swiss AI Initiative
AI Research Engineers - Swiss AI Initiative
careers.epfl.ch
Reposted by Guillaume Bellec
fzenke.bsky.social
Truly honored (and a little overwhelmed) to see our work featured in The Transmitter's "This Paper Changed My Life." Huge thanks to @neural-reckoning.org for the kind words - and to our amazing community that keeps pushing spiking neural network research forward 🙏
Reposted by Guillaume Bellec
neural-reckoning.org
Submissions (short!) due for SNUFA spiking neural networks conference in <2 weeks! 🤖🧠🧪

forms.cloud.microsoft/e/XkZLavhaJe

More info at snufa.net/2025/

Note that we normally get around 700 participants and recordings go on YouTube and get 100s-1000s views.

Please repost.
SNUFA 2025
Spiking Neural networks as Universal Function Approximators
snufa.net
Reposted by Guillaume Bellec
mace-lab.bsky.social
Thrilled to share that our work is now published in Science! ✨

We found a preference for visual objects in the mouse spatial navigation system where they dynamically refine head-direction coding. In short, objects boost our inner compass! 🧭

www.science.org/doi/10.1126/...

🧵1/
Reposted by Guillaume Bellec
meredithmeredith.bsky.social
📣 NEW -- In The Economist, discussing the privacy perils of AI agents and what AI companies and operating systems need to do--NOW--to protect Signal and much else!

www.economist.com/by-invitatio...
An illustration of me, and the headline: "AI agents are coming for your privacy, warns Meredith Whittaker
The Signal Foundation’s president worries they will also blunt competition and undermine cyber-security" To put it bluntly, the path currently being taken towards agentic AI leads to an elimination of privacy and security at the application layer. It will not be possible for apps like Signal—the messaging app whose foundation I run—to continue to provide strong privacy guarantees, built on robust and openly validated encryption, if device-makers and OS developers insist on puncturing the metaphoric blood-brain barrier between apps and the OS. Feeding your sensitive Signal messages into an undifferentiated data slurry connected to cloud servers in service of their AI-agent aspirations is a dangerous abdication of responsibility. Happily, it’s not too late. There is much that can still be done, particularly when it comes to protecting the sanctity of private data. What’s needed is a fundamental shift in how we approach the development and deployment of AI agents. First, privacy must be the default, and control must remain in the hands of application developers exercising agency on behalf of their users. Developers need the ability to designate applications as “sensitive” and mark them as off-limits to agents, at the OS level and otherwise. This cannot be a convoluted workaround buried in settings; it must be a straightforward, well-documented mechanism (similar to Global Privacy Control) that blocks an agent from accessing our data or taking actions within an app.

Second, radical transparency must be the norm. Vague assurances and marketing-speak are no longer acceptable. OS vendors have an obligation to be clear and precise about their architecture and what data their AI agents are accessing, how it is being used and the measures in place to protect it.
Reposted by Guillaume Bellec
hhmijanelia.bsky.social
Become a Theory Fellow at Janelia.

🔍 Use computation & theory to tackle biological problems.
🖥️ Leverage state-of-the-art computational infrastructure
🤝 Collaborate across scientific disciplines

Apply by Nov. 3 @ https://janelia.link/theoryfellowprogram
Reposted by Guillaume Bellec
mmitchell.bsky.social
🤖📰 Effective YESTERDAY: China has mandated a digital watermark for all AI-generated content.
www.cac.gov.cn/2025-03/14/c...
Translating in 🧵.
Chinese writing, with last phrase highlight.
Something like, 

第七条 互联网应用程序分发平台在应用程序上架或者上线审核时,应当要求互联网应用程序服务提供者说明是否提供人工智能生 务。互联网应用程序服务提供者提供人工智能生成合成服务的,互联网应用程序分发平台应当核验其生成合成内容标识相关材料。
第八条 服务提供者应当在用户服务协议中明确说明生成合成内容标识的方法、样式等规范内容,并提示用户仔细阅读并理解相关 理要求。
第九条 用户申请服务提供者提供没有添加显式标识的生成合成内容的,服务提供者可以在通过用户协议明确用户的标识义务和 后,提供不含显式标识的生成合成内容,并依法留存提供对象信息等相关日志不少于六个月。
第十条 用户使用网络信息内容传播服务发布生成合成内容的,应当主动声明并使用服务提供者提供的标识功能进行标识。
任何组织和个人不得恶意删除、篡改、伪造、隐匿本办法规定的生成合成内容标识,不得为他人实施上述恶意行为提供工具或者 得通过不正当标识手段损害他人合法权益。
第十一条 服务提供者开展标识活动的,还应当符合相关法律、行政法规、部门规章和强制性国家标准的要求。
第十二条 服务提供者在履行算法备案、安全评估等手续时,应当按照本办法提供生成合成内容标识相关材料,并加强标识信息共 范打击相关违法犯罪活动提供支持和帮助。
第十三条 违反本办法规定的,由网信、电信、公安和广播电视等有关主管部门依据职责,按照有关法律、行政法规、部门规章的 处理。
第十四条 本办法自2025年9月1日起施行。
Reposted by Guillaume Bellec
adamjkucharski.bsky.social
Results so stunningly clear they inspired this classic xkcd (xkcd.com/2400/):
Reposted by Guillaume Bellec
cianodonnell.bsky.social
incredible Ada Lovelace quote highlighted in a talk by Steve Furber. She spells out the dream of computational neuroscience, 2 centuries ago. The sheer ambition 🤩
Steve Furber powerpoint slide showing picture of Ada Lovelace and a quote: "I have my hopes, and very distinct ones too, of one day getting cerebral phenomena such that I can put them into mathematical equations--in short, a law or laws for the mutual actions of the molecules of brain. .... I hope to bequeath to the generations a calculus of the nervous system."
bellecguill.bsky.social
Happy to help, Elife is great
bellecguill.bsky.social
Other idea: All reviewers/authors could be invited to vote within a pool once a year to reflect top 10% for instance.
bellecguill.bsky.social
It could be automated, reviewers are asked whether they want to write a statement and support test of time award, 1+ or 3+ years after pub. The statement should be accepted by editors/other reviewers.
bellecguill.bsky.social
Elife needs to award for high quality and impact more visibly. This is important to make the great rejection-free system sustainable.

Either via test of time awards or spotlight papers.
Reposted by Guillaume Bellec
jbarbosa.org
Is there any Bernstein member out there willing to support my membership application? 🙏

@bernsteinneuro.bsky.social is one of my favorite conferences and I have been going for a while, but never became a member and would like to.
bellecguill.bsky.social
There are also direct sleeper train Vienna - Paris 😜 but last time I checked it did not have the mini cabin option
bellecguill.bsky.social
This is a direct line Vienna - Roma.

You leave around 19h from Vienna and arrive in Roma around 10h if you want. I stopped around 7h midway in Florence.
bellecguill.bsky.social
This summer I am on a scientific train tour 🧪🧠 🚂 now in Florence for CNS conference.

Austrian night trains are amazing. I tested the new mini-sleeper cabin (economy class).

5 ⭐ sleeping experience, but a bit small to eat the (included!) breakfast 🍞 ☕