Eleonora Giunchiglia
Assistant Professor at Imperial College London | EEE Department and I-X.
Neuro-symbolic AI, Safe AI, Generative Models
Previously: Post-doc at TU Wien, DPhil at the University of Oxford.
- 📣 PhD opening – Fall 2026 The DUCK Lab @imperialcollegeldn.bsky.social is looking for a PhD student to join us! Why 🦆? We work on foundational aspects of #neurosymbolicAI and #SafeAI. 👉 DUCK = Data, Uncertainty, Constraints & Knowledge 📩 Apply by emailing: e.giunchiglia@imperial.ac.uk
- I will presenting this work at #EurIPS tomorrow! 📍Come to poster #30!
- Want to use your favourite #NeSy model but afraid of the reasoning shortcuts?🫣 Fear not💪🏻In our #NeurIPS2025 paper we show that you just need to equip your favourite NeSy model with prototypical networks and the reasoning shortcuts will be a problem of the past!
- Want to use your favourite #NeSy model but afraid of the reasoning shortcuts?🫣 Fear not💪🏻In our #NeurIPS2025 paper we show that you just need to equip your favourite NeSy model with prototypical networks and the reasoning shortcuts will be a problem of the past!
- 🔍 Watch how the decision boundaries evolve! This GIF shows PCA projections of the Semantic Loss model’s logits during training on MNIST-EvenOdd. Colors = model predictions, points = true digit concepts Above: standard semantic loss Below: prototypical semantic loss
-
View full thread
- 🚀 We're hiring! @imperialcollegeldn.bsky.social is recruiting a Postdoc in Neurosymbolic AI for Chemistry in the amazing Prof. Kim Jelfs’ group!🎯 Work at the intersection of symbolic reasoning, ML, and molecular design — incl. logic-guided generative models & GNNs. ⚛️🤖
- 🤝 Collaborate with us to push the boundaries of neurosymbolic AI in scientific discovery. 🔗Link to the position: jobs.ac.uk/job/DPB378 #NeuroSymbolicAI #AI4Science #ChemAI #Postdoc #Hiring #AcademicJobs
- Reposted by Eleonora Giunchiglia[Not loaded yet]
- If you're around London (or online!) tomorrow, don’t miss this — @nolovedeeplearning.bsky.social will be talking about #neurosymbolic #AI, #reliability, and #reasoning at @imperialcollegeldn.bsky.social and @imperial-ix.bsky.social ⚡️ Come along, tune in, or ping him for a 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! 🌟
- 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...
- 🚨New at #ICLR: we introduce the first ever 𝐥𝐚𝐲𝐞𝐫 that makes 𝐚𝐧𝐲 neural network 𝐜𝐨𝐦𝐩𝐥𝐢𝐚𝐧𝐭 𝐛𝐲 𝐝𝐞𝐬𝐢𝐠𝐧 with constraints expressed as 𝐝𝐢𝐬𝐣𝐮𝐧𝐜𝐭𝐢𝐨𝐧𝐬 𝐨𝐟 𝐥𝐢𝐧𝐞𝐚𝐫 𝐢𝐧𝐞𝐪𝐮𝐚𝐥𝐢𝐭𝐢𝐞𝐬—even if they define 𝐧𝐨𝐧-𝐜𝐨𝐧𝐯𝐞𝐱 𝐬𝐩𝐚𝐜𝐞𝐬!
- 🔍 We applied this to tabular data generation, showing our models not only satisfy the constraints, but also produce more realistic datapoints and 𝐨𝐮𝐭𝐩𝐞𝐫𝐟𝐨𝐫𝐦 𝐮𝐧𝐜𝐨𝐧𝐬𝐭𝐫𝐚𝐢𝐧𝐞𝐝 𝐛𝐚𝐬𝐞𝐥𝐢𝐧𝐞𝐬.
- 🗓️ 𝐂𝐮𝐫𝐢𝐨𝐮𝐬? Come chat with us at 𝐇𝐚𝐥𝐥 𝟑 + 𝐇𝐚𝐥𝐥 𝟐𝐁, 𝐏𝐨𝐬𝐭𝐞𝐫 #𝟏𝟕𝟐 on 𝐀𝐩𝐫𝐢𝐥 𝟐𝟔𝐭𝐡! Link to paper: arxiv.org/pdf/2502.18237
-
View full thread
- 🌟absolutely unmissable event! 🌟 Don’t forget to register!!
- Join us for our next I-X seminar with Professor Tim Rocktäschel (UCL & Google DeepMind) titled "Open-Endedness and General Intelligence". 🕓 13:30 - 14:30 (GMT) 📅 Thursday, 3 April 📍 Hybrid (White City Campus / MS Teams) 🔗Register now: ix.imperial.ac.uk/event/i-x-se... @e-giunchiglia.bsky.social
- Reposted by Eleonora GiunchigliaJoin us for our next I-X seminar with Professor Tim Rocktäschel (UCL & Google DeepMind) titled "Open-Endedness and General Intelligence". 🕓 13:30 - 14:30 (GMT) 📅 Thursday, 3 April 📍 Hybrid (White City Campus / MS Teams) 🔗Register now: ix.imperial.ac.uk/event/i-x-se... @e-giunchiglia.bsky.social
- 🙌 Don’t forget to register!!!
- Join us for our next I-X seminar with Dr Pasquale Minervini (University of Edinburgh), titled "Integrating Symbolic Algorithms in Neural Models (and LLMs)". 🕓 13:00 - 14:00 📅 20 March 📍 Hybrid (White City Campus / Teams) 🔗 Register: ix.imperial.ac.uk/event/i-x-se... @e-giunchiglia.bsky.social
- 🙌🏻 NeSy Confence = Amazing Speakers!!! 🙌🏻 ⏳Do not forget to submit your abstract before the deadline!
- One more week until the abstract deadline 😲 As an extra motivator, we are excited to announce our amazing keynote speakers 🤩! - Guy van den Broeck (@guyvdb.bsky.social UCLA) - Thomas Kipf (@tkipf.bsky.social Google DeepMind) - Deborah McGuinness (RPI) 2025.nesyconf.org
- 🚀 Fully funded PhD in Neurosymbolic AI for Finance 💰🤖 🔍 Work at Imperial College London on cutting-edge AI for financial applications! [1/3]
- 📢 What’s included? ✅ Full scholarship for UK/EU citizens with (pre-)settled status ✅ Industry collaboration: 3-month internship with our partner company ✅ Be part of a world-class research environment 🌍 [2/3]
- 📩 Interested? Apply now: e.giunchiglia@imperial.ac.uk 📌 Use [PhD Application] in the email subject @imperial-ix.bsky.social @imperialeee.bsky.social @imperialcollegeldn.bsky.social @nesyconf.org [3/3]
- 🦕 Special track at NeSy dedicated to KGs and Ontologies!! Have a look 🙌
- Time to announce the second special track at the NeSy 2025 conference: Knowledge Graphs, Ontologies and Neurosymbolic AI 📖 Chaired by Cogan Shimizu. Check out the Call for Papers! 2025.nesyconf.org/kgs-ontologi...
- 🔔 Are you working on informed-ML, Neuro-symbolic AI or ML verification? 🙌 Our special track on the Journal of Artificial Intelligence Research (JAIR) about "Integration of Logical Constraints in Deep Learning" is the right venue for you! 🙌 CfP: www.jair.org/index.php/ja... Deadline: May 31, 2025
- Track Editors: Alessandro Abate, University of Oxford, U.K. Eleonora Giunchiglia, Imperial College London, U.K. Bettina Könighofer, Graz University of Technology, Austria Luca Pasa, University of Padova, Italy Matteo Zavatteri, University of Padova, Italy
- Reposted by Eleonora GiunchigliaNeural Concept Binder @WolfStammer
- Reposted by Eleonora GiunchigliaHello! The Department of Electrical and Electronic Engineering at @imperialcollegeldn.bsky.social has joined Bluesky 🦋 We'll be sharing research, education and community news, and upcoming Department events and opportunities. Staff, students, alumni and friends please give us a follow! 💙
- Reposted by Eleonora Giunchiglia[Not loaded yet]
- 🦕 want to submit to the Nesy conference but you don’t know how? 🦕 Fear not! 🙌 Our call for papers is now online! Check it out!
- 🦕The 19th conference on Neurosymbolic AI will be in beautiful Santa Cruz (CA, USA), September 8-10, 2025! CFP is now out: 2025.nesyconf.org/call-for-pap... 🚨 Paper deadline: Feb 28 (abstract), March 7 (full) #neurosymbolic #NeSy2025
- Reposted by Eleonora Giunchiglia📣 Does your model learn high-quality #concepts, or does it learn a #shortcut? Test it with our #NeurIPS2024 dataset & benchmark track paper! rsbench: A Neuro-Symbolic Benchmark Suite for Concept Quality and Reasoning Shortcuts What's the deal with rsbench? 🧵
- Reposted by Eleonora Giunchigliahi everyone!! let's try this optimal transport again 🙃
- Reposted by Eleonora Giunchiglia[Not loaded yet]
- Reposted by Eleonora Giunchiglia[Not loaded yet]
- Reposted by Eleonora Giunchiglia[Not loaded yet]
- Reposted by Eleonora GiunchigliaWe analyzed the behavior of Gumbel softmax in complex stochastic computation graphs. It’s a combination of vanishing gradients and a tendency to fall into poor local minima, underutilizing available categories. We also have some ideas for improvements. proceedings.neurips.cc/paper/2021/h...
- 🦋 Imperial-X landed on BlueSky as well!!! 🦋 👉 Use this starter pack to stay updated with the AI research happening at Imperial!!! 🙌
- Reposted by Eleonora Giunchiglia[Not loaded yet]
- Reposted by Eleonora Giunchiglia[Not loaded yet]
- 🔥 Follow this page 👉 bsky.app/profile/nesy... to stay updated with the 2025 Neuro-symbolic AI conference 🦕🦕🦕
- NeSy is on Bluesky! bsky.app/profile/nesy... Check out the 2025 edition of the NeSy conference: 2025.nesyconf.org General Chair: @lgilpin.bsky.social Programme Chairs: @e-giunchiglia.bsky.social @emilevankrieken.com @pascalhitzler.bsky.social @tarekbesold.bsky.social @arturgarcez.bsky.social
