At #EMNLP2025 to present the last chapter of my PhD 🐼 Let's talk #HateSpeech detection, generalisation and NLP safety at my poster: 📆tomorrow 🕟4.30pm Look for the circus-themed poster 🎪🤸🏻‍♀️ Work with @tomsherborne.bsky.social @bjoernross.bsky.social and Mirella Lapata at #EdinburghNLP + @cohere.com

I am hiring a fully-funded #PhD in #ML to work at the University of Edinburgh on 𝐠𝐞𝐨𝐦𝐞𝐭𝐫𝐢𝐜 𝐥𝐞𝐚𝐫𝐧𝐢𝐧𝐠 and 𝐮𝐧𝐜𝐞𝐫𝐭𝐚𝐢𝐧𝐭𝐲 𝐪𝐮𝐚𝐧𝐭𝐢𝐟𝐢𝐜𝐚𝐭𝐢𝐨𝐧. Application deadline: 31 Dec '25. Starts May/Sep '26. Details in the reply. Pls RT and share with anyone interested!

Servers are back online

Edinburgh castle failing to render, likely thanks to the AWS outage

Just submitted an application, picked up a banana and was greeted by:

Interested in doing a PhD in machine learning at the University of Edinburgh starting Sept 2026? My group works on topics in vision, machine learning, and AI for climate. For more information and details on how to get in touch, please check out my website: homepages.inf.ed.ac.uk/omacaod

LLM log probs approx lie on low dimensional ellipses which are hard to "forge", check out Matt's cool work :)

We’re excited to see @nsaphra.bsky.social’s work featured in @quantamagazine.bsky.social—& even more excited that she will be joining the CDS faculty in 2026! Read about Naomi's research via @benbenbrubaker.bsky.social spr.ly/63323AbqfH 📸 Ken Richardson

The best feature of overleaf is the subliminal messages it produces by choosing how to order the author tiles. It was a long day, and Overleaf was like, maybe you should go to the pub!

It's been a while, but I am happy to share that my PhD dissertation is finally available online! 🎉 Not only it contains most of my work, but there is plenty of brand new content: publikationen.sulb.uni-saarland.de/handle/20.50... 🧵1/4

At #ACL2025NLP and on the job market (NLP + AI Safety) 💼 It's great to see growing interest in safety/alignment, but we often miss the social context. Come to our @woahworkshop.bsky.social Friday to dive deeper into safe safety research! A quiet token from the biggest @aclmeeting.bsky.social ⬇️

Next week I will be in 🌴 Rio 🌴 attending (and helping organizing) UAI 2025 and TPM 2025. If you are also attending and want to talk science (e.g. probabilistic generative models, causality, multi-objective machine learning, etc) or just hang out, not everything is work, feel free to reach me out!

by applying a QR decomposition, any matrix can be written as a QR code multiplied by an upper triangular matrix

📢I am hiring a Postdoc to work on post-training methods for low-resource languages. Apply by August 15 employment.ku.dk/faculty/?sho.... Let's talk at #ACL2025NLP in Vienna if you want to know more about the position and life in Denmark.

"in 2025 we will have flying cars" 😂😂😂

this profile is impersonating me on X and scamming people. And it got verified...! (*) golden rule: it is not me on social media if you don't see a ☠️. (*) please help me report this profile, if you are still on X

Dear #mathsky, if you repost this, it will let people see the article for free. Thanks! www.nytimes.com/interactive/...

☀️ I will be in Edinburgh this summer (Jun-Aug) at @edinburgh-uni.bsky.social, visiting the group of Antonio Vergari (@nolovedeeplearning.bsky.social) to work on #neurosymbolic #AI and #probabilistic #ML If you are around and want to chat about these topics, let's meet for coffee!

🚀 By *learning* to compress the KV cache in Transformer LLMs, we can generate more tokens for the same compute budget. This unlocks *inference-time hyper-scaling* For the same runtime or memory load, we can boost LLM accuracy by pushing reasoning even further!

I will be in London tomorrow, at @imperialcollegeldn.bsky.social and @imperial-ix.bsky.social , hosted by @e-giunchiglia.bsky.social to talk about #neurosymbolic #AI #reliability #probabilistic #reasoning Ping me if you want to chat ∧∨ grab coffee!

⏳⏳⏳ One more day to the NeSy abstract submission! Don't miss it! Full timeline at: 2025.nesyconf.org/call-for-pap...

🚨🚨 Last I-X Seminar of the Year! Don’t miss Dr Antonio Vergari (@nolovedeeplearning.bsky.social) on Logically-Consistent Deep Learning — a crucial topic at the intersection of logic & neural networks! 🌟

We have extended the submission deadline for TPM to the 2nd of June! Remember that **we accept recently accepted works that fit in topic,** so if you want to travel to Rio and share your work it's a no brainer imho 🌴🌴

🗓️ Deadline extended: 💥2nd June 2025!💥 We are looking forward to your works on: 🔌 #circuits and #tensor #networks 🕸️ ⏳ normalizing #flows 💨 ⚖️ scaling #NeSy #AI 🦕 🚅 fast and #reliable inference 🔍 ...& more! please share 🙏

Rio is looking forward to seeing all your works on #fast #reliable #tractable #models #circuits #tensor #networks #flows! please share!

Join us for our next I-X seminar with Dr Antonio Vergari @nolovedeeplearning.bsky.social titled "Logically-Consistent Deep Learning". 🕓 13:00 - 14:00 (GMT) 📅 Thursday, 5 June 📍 Hybrid (White City Campus / Microsoft Teams) Register via link below. www.imperial.ac.uk/events/19426...

We propose Neurosymbolic Diffusion Models! We find diffusion is especially compelling for neurosymbolic approaches, combining powerful multimodal understanding with symbolic reasoning 🚀 Read more 👇

This year I am co-organizing the 8th iteration of the Tractable Probabilistic Modeling #TPM workshop at #UAI2025 🌴 Rio de Janeiro edition 🌴 🌐 lnkd.in/dDK8T5Au ⏰ Submission deadline: May 23th AoE 🌴 Date: July 15th 🧵👇

PhD Timeline xkcd.com/3081

Sparse attention is one of the most promising strategies to unlock long-context processing and long-generation reasoning in LLMs. We performed the most comprehensive study on training-free sparse attention to date. Here is what we found:

great to have David Watson (dswatson.github.io) visiting us today and talking about #trustworthy #AI #ML for tabular data with #trees and #circuits with connections to #generative modeling, #causality and #fast inference!

Great quote (and great talk) by @nolovedeeplearning.bsky.social at #GeMMS2025

Have work on the actionable impact of interpretability findings? Consider submitting to our Actionable Interpretability workshop at ICML! See below for more info. Website: actionable-interpretability.github.io Deadline: May 9

🚀 Excited to welcome Dr. @edoardo-ponti.bsky.social to #ADSAI2025! Lecturer in NLP @edinburghuni.bsky.social , Affiliated Lecturer @cambridgeuni.bsky.social & Visiting Prof NVIDIA. 🎟️ Tickets for Advances in Data Science & AI Conference 2025 are live! 🔗Secure your spot: tinyurl.com/yurknk7y #AI

We created Approximate Likelihood Matching, a principled (and very effective) method for *cross-tokenizer distillation*! With ALM, you can create ensembles of models from different families, convert existing subword-level models to byte-level and a bunch more🧵

I found some time to upload causalflows to PyPI :) If you want to use the library now it is as simple as running > pip install causalflows or, if you are riding the uv wave, > uv add causalflows Enjoy!

Live from the CoLoRAI workshop at AAAI (april-tools.github.io/colorai/) Nadav Cohen is now giving his talk on "What Makes Data Suitable for Deep Learning?" Tools from quantum physics are shown to be useful in building more expressive deep learning models by changing the data distribution.

we're almost ready for the @realaaai.bsky.social #AAAI25 Workshop on Connecting Low-rank Representations in #AI (#CoLoRAI) tomorrow! we also have video presentations for some of the accepted papers you can already check (👉 april-tools.github.io/colorai/acce...)! 📽️ www.youtube.com/watch?v=JlVd...

Check out Lorenzo's cool work on 🆘 circuits!

We are going to present our poster "Sum of Squares Circuits" at AAAI in Philadelphia today Hall E 12:30pm-14:00pm poster #840 We trace expressiveness connections of different types of additive and subtractive deep mixture models and tensor networks 📜 arxiv.org/abs/2408.11778

Hi all, on Thu and Fri (Feb 27th-28th), I'll be in Amsterdam for an Invited Talk at the ELLIS workshop on Representation Learning and Generative Models for Structured Data (sites.google.com/view/rl-and-...) and catch up with my amazing collaborators -- if you're in town, let's meet! 🚀

Are you at AAAI in Philadelphia and interested about #tensor-factorizations or #circuits or even both? Then join us today at our tutorial: "From tensor factorizations to circuits (and back!)" Details and materials here april-tools.github.io/aaai25-tf-pc... Time 4:15pm - 6:00pm, Room 117

I am at @realaaai.bsky.social #AAAI25 in sunny #Philadelphia 🌞 reach out if you want to grab coffee and chat about #probabilistic #ML #AI #nesy #neurosymbolic #tensor #lowrank models! check out our tutorial 👉 april-tools.github.io/aaai25-tf-pc... and workshop 👉 april-tools.github.io/colorai/

Have you ever been curious to try Causal Normalizing Flows for your project but found them intimidating? Say no more 😜 I just released a small library to easily implement and use causal-flows: github.com/adrianjav/ca...

Modern-Day Oracles or Bullshit Machines? Jevin West (@jevinwest.bsky.social) and I have spent the last eight months developing the course on large language models (LLMs) that we think every college freshman needs to take. thebullshitmachines.com

I have a scholarship for a PhD in efficient memory and tokenization in LLM architectures at @edinburgh-uni.bsky.social! Eligibility: UK home fee status Starting date: flexible, from July 2025 onwards. informatics.ed.ac.uk/study-with-u... Please contact me if you're interested!

why is the hamburger recursive??? What is a #PC? What is #CP? All the answers you are seeking are in this @tmlrorg.bsky.social Featured paper 👉 openreview.net/pdf?id=Y7dRm... or this notebook with code github.com/april-tools/...

Milestone: First Probabilistic Circuits meme.

Only five more days to apply!