Sign in

Eleonora Giunchiglia

@e-giunchiglia.bsky.social
735 followers 268 following 38 posts

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.

PostsRepliesMedia
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 03/09/2026
If you want your LLM to have guaranteed compliance with constraints within a **finite token budget** have a look at our new #EMNLP paper! 🌟
000
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 02/09/2026
Cannot recommend a position more! Cool research and super cool collaborators! 🌟
020
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 13/04/2026
@imperialcollegeldn.bsky.social @imperialeee.bsky.social
000
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 13/04/2026
Excited to host Prof. @iaugenstein.bsky.social at the @imperial-ix.bsky.social & Digital Foundry Seminar Series! Title: Understanding The Interplay Between LLMs' Utilisation of Parametric and Contextual Knowledge 📅 30 April, 14:00–15:00 📍 White City & MS Teams Register via poster!
111
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 15/12/2025
@imperialeee.bsky.social @imperial-ix.bsky.social
000
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 15/12/2025
📣 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
131
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 03/12/2025
I will presenting this work at #EurIPS tomorrow! 📍Come to poster #30!
040
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 06/11/2025
@emilevankrieken.com @nolovedeeplearning.bsky.social @ema-ridopoco.bsky.social @lucderaedt.bsky.social @luislamb.bsky.social @arturgarcez.bsky.social @imperialcollegeldn.bsky.social @imperial-ix.bsky.social @imperialeee.bsky.social
030
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 06/11/2025
Link to paper: arxiv.org/pdf/2510.25497 Link to code: github.com/Giotto-maker...
github.com
GitHub - Giotto-maker/r4rr: Official code for the paper 'Right for the Right Reasons: Avoiding Reasoning Shortcuts via Prototype-Augmented Neurosymbolic AI'
Official code for the paper 'Right for the Right Reasons: Avoiding Reasoning Shortcuts via Prototype-Augmented Neurosymbolic AI' - Giotto-maker/r4rr
110
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 06/11/2025
In the paper, we also show that with just 1 labelled datapoint per concept, our prototypical NeSy model achieves the same number of symbolic optima as full dense supervision. 👉 Prototypes cut annotation cost without losing expressivity.
120
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 06/11/2025
With just 2 labeled points, we can anchor each class to a single prototype—so the embedding updates reflect both similarity to the few labels and constraint satisfaction. This helps in making the NeSy models #robust wrt the number of unsupervised datapoints!
110
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 06/11/2025
110
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 06/11/2025
🔍 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
120
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 06/11/2025
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!
1143
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 04/11/2025
🤝 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
jobs.ac.uk
Research Associate positions in Computational Chemistry, AI in Chemistry, and in Neurosymbolic Learning for Chemistry at Imperial College London
Apply now for the Research Associate positions in Computational Chemistry, AI in Chemistry, and in Neurosymbolic Learning for Chemistry role on jobs.ac.uk - the leading job board for higher education ...
000
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 04/11/2025
🚀 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. ⚛️🤖
131
Reposted by Eleonora Giunchiglia
Emile van Krieken @emilevankrieken.com · 11/09/2025
Organising NeSy 2025 together with some of my favourite people (@e-giunchiglia.bsky.social @lgilpin.bsky.social @pascalhitzler.bsky.social) really was a dream. Super proud of what we've achieved! See you next year 😘
0111
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 04/06/2025
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 ☕👇
031
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 29/05/2025
@emilevankrieken.com @pascalhitzler.bsky.social @lgilpin.bsky.social
020
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 29/05/2025
⏳⏳⏳ One more day to the NeSy abstract submission! Don't miss it! Full timeline at: 2025.nesyconf.org/call-for-pap...
2025.nesyconf.org
NeSy 2025
19th International Conference on Neurosymbolic Learning and Reasoning (NeSy 2025, 8-10 September 2025, Santa Cruz, CA, USA)
175
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 27/05/2025
🚨🚨 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! 🌟
043
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 23/04/2025
@andreapasserini.bsky.social @emilevankrieken.com @neuralnoise.com @pascalhitzler.bsky.social @arturgarcez.bsky.social @imperial-ix.bsky.social @imperialeee.bsky.social
030
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 23/04/2025
If you made it this far, you're probably really into constraint-aware models 😄 Don’t miss the new paper by @nolovedeeplearning.bsky.social et al! 👉https://arxiv.org/abs/2503.19466 It proposes a probabilistic layer ensuring satisfaction of algebraic constraints over continuous variables—cool stuff!
131
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 23/04/2025
🗓️ 𝐂𝐮𝐫𝐢𝐨𝐮𝐬? Come chat with us at 𝐇𝐚𝐥𝐥 𝟑 + 𝐇𝐚𝐥𝐥 𝟐𝐁, 𝐏𝐨𝐬𝐭𝐞𝐫 #𝟏𝟕𝟐 on 𝐀𝐩𝐫𝐢𝐥 𝟐𝟔𝐭𝐡! Link to paper: arxiv.org/pdf/2502.18237
arxiv.org
130
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 23/04/2025
🔍 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.
120
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 23/04/2025
🚨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!
191
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 26/03/2025
🌟absolutely unmissable event! 🌟 Don’t forget to register!!
021
Reposted by Eleonora Giunchiglia
I-X @imperial-ix.bsky.social · 26/03/2025
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
093
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 07/03/2025
🙌 Don’t forget to register!!!
010
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 21/02/2025
🙌🏻 NeSy Confence = Amazing Speakers!!! 🙌🏻 ⏳Do not forget to submit your abstract before the deadline!
011
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 05/02/2025
📩 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]
010
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 05/02/2025
📢 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]
100
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 05/02/2025
🚀 Fully funded PhD in Neurosymbolic AI for Finance 💰🤖 🔍 Work at Imperial College London on cutting-edge AI for financial applications! [1/3]
2115
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 10/01/2025
🦕 Special track at NeSy dedicated to KGs and Ontologies!! Have a look 🙌
0134
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 16/12/2024
@neuralnoise.com @pascalhitzler.bsky.social @lucderaedt.bsky.social @guyvdb.bsky.social @emilevankrieken.com @sbadredd.bsky.social @ema-ridopoco.bsky.social @nolovedeeplearning.bsky.social @arturgarcez.bsky.social @michaelcochez.bsky.social @tarekbesold.bsky.social @garymarcus.bsky.social
060
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 16/12/2024
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
142
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 16/12/2024
🔔 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
jair.org
Integration of Logical Constraints in Deep Learning | Journal of Artificial Intelligence Research
42612
Reposted by Eleonora Giunchiglia
Alfredo Canziani @alfcnz.bsky.social · 12/12/2024
Neural Concept Binder @WolfStammer
1184
Reposted by Eleonora Giunchiglia
Imperial EEE @imperialeee.bsky.social · 13/12/2024
Hello! 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! 💙
093
Reposted by Eleonora Giunchiglia
I-X @imperial-ix.bsky.social · 11/12/2024
📢 PhD funding opportunity! Dr Felipe Tobar (Department of Mathematics & I-X) is seeking PhD students to join his research group. The research areas include Gaussian processes, optimal transport, diffusion models, and time series. Apply through the CDTs: 🔗 CCMI: ccmi-cdt.org 🔗 StatML: statml.io
011
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 11/12/2024
🦕 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!
041
Reposted by Eleonora Giunchiglia
Samuele Bortolotti @samubortolotti.bsky.social · 10/12/2024
📣 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? 🧵
1348
Reposted by Eleonora Giunchiglia
Brandon Amos @bdamos.bsky.social · 05/12/2024
hi everyone!! let's try this optimal transport again 🙃
232931
Reposted by Eleonora Giunchiglia
I-X @imperial-ix.bsky.social · 05/12/2024
📢 Ready to shape the future of #AI? Apply for our MSc in Artificial Intelligence Applications and Innovation! Applications are open for 2025 academic year. The deadline for round one applications is Thursday, 16 January 2025. 🔗 Find out more and apply: ix.imperial.ac.uk/masters-prog...
032
Reposted by Eleonora Giunchiglia
uai2026 @auai.org · 04/12/2024
who needs to keep track of all the profiles of conferences in #AI and #ML on 🦋? go.bsky.app/SZEr8Jf
13320
Reposted by Eleonora Giunchiglia
I-X @imperial-ix.bsky.social · 03/12/2024
This weekend, MSc and PhD students from @imperialcollegeldn.bsky.social and affiliated CDTs at King's College participated in a Hackathon organised by Fetch.ai Innovation Lab and hosted by I-X. The challenge was provided by Moderna, Imperial Business Partner. 🔗 www.imperial.ac.uk/news/258973/...
imperial.ac.uk
Imperial students tackle vaccine hesitancy during the Hackathon | Imperial News | Imperial College London
Students harnessed Fetch.ai’s agents technology to address vaccine hesitancy during a two-day Hackathon at I-X.
1114
Reposted by Eleonora Giunchiglia
Mathias Niepert @mniepert.bsky.social · 30/11/2024
We 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...
proceedings.neurips.cc
Efficient Learning of Discrete-Continuous Computation Graphs
0202
Eleonora Giunchiglia @e-giunchiglia.bsky.social · 29/11/2024
🦋 Imperial-X landed on BlueSky as well!!! 🦋 👉 Use this starter pack to stay updated with the AI research happening at Imperial!!! 🙌
020
Reposted by Eleonora Giunchiglia
Emile van Krieken @emilevankrieken.com · 29/11/2024
Yeah, many people miss this: Gumbel softmax is not applicable when you want to branch! You can hack your way around it, but bias compounds very rapidly
5325
Reposted by Eleonora Giunchiglia
Aadam @aadam.dev · 28/11/2024
A great resource to quickly follow the #NeSy folks. #NeuroSymbolicAI
052