Eleonora Giunchiglia
@e-giunchiglia.bsky.social
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.
Neuro-symbolic AI, Safe AI, Generative Models
Previously: Post-doc at TU Wien, DPhil at the University of Oxford.
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!
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!
November 6, 2025 at 10:40 AM
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!
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!
🚀 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. ⚛️🤖
@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. ⚛️🤖
November 4, 2025 at 6:23 PM
🚀 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. ⚛️🤖
@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. ⚛️🤖
Reposted by Eleonora Giunchiglia
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 😘
🦕NeSy 2025 is officially closed! Thanks again to everyone for attending this successful edition 😊
We will see you 1-4 September in another beautiful place: Lisbon! 🇵🇹
nesy-ai.org/conferences/...
We will see you 1-4 September in another beautiful place: Lisbon! 🇵🇹
nesy-ai.org/conferences/...
September 11, 2025 at 3:47 AM
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 😘
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 ☕👇
Come along, tune in, or ping him for a coffee ☕👇
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!
Ping me if you want to chat ∧∨ grab coffee!
June 4, 2025 at 10:39 AM
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 ☕👇
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...
Full timeline at: 2025.nesyconf.org/call-for-pap...
NeSy 2025
19th International Conference on Neurosymbolic Learning and Reasoning (NeSy 2025, 8-10 September 2025, Santa Cruz, CA, USA)
2025.nesyconf.org
May 29, 2025 at 1:11 PM
⏳⏳⏳ One more day to the NeSy abstract submission! Don't miss it!
Full timeline at: 2025.nesyconf.org/call-for-pap...
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! 🌟
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...
🕓 13:00 - 14:00 (GMT)
📅 Thursday, 5 June
📍 Hybrid (White City Campus / Microsoft Teams)
Register via link below.
www.imperial.ac.uk/events/19426...
I-X Seminar: Logically-Consistent Deep Learning with Dr Antonio Vergari
In this talk, Dr Antonio Vergari (University of Edinburgh) will speak about logically-consistent deep learning.
www.imperial.ac.uk
May 27, 2025 at 2:43 PM
🚨🚨 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! 🌟
Don’t miss Dr Antonio Vergari (@nolovedeeplearning.bsky.social) on Logically-Consistent Deep Learning — a crucial topic at the intersection of logic & neural networks! 🌟
🚨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!
April 23, 2025 at 9:47 AM
🚨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!
🌟absolutely unmissable event! 🌟
Don’t forget to register!!
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
🕓 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
March 26, 2025 at 6:43 PM
🌟absolutely unmissable event! 🌟
Don’t forget to register!!
Don’t forget to register!!
Reposted by Eleonora Giunchiglia
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
🕓 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
March 26, 2025 at 2:20 PM
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
🕓 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
🕓 13:00 - 14:00
📅 20 March
📍 Hybrid (White City Campus / Teams)
🔗 Register: ix.imperial.ac.uk/event/i-x-se...
@e-giunchiglia.bsky.social
March 7, 2025 at 9:25 AM
🙌 Don’t forget to register!!!
🙌🏻 NeSy Confence = Amazing Speakers!!! 🙌🏻
⏳Do not forget to submit your abstract before the deadline!
⏳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
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
NeSy 2025
19th International Conference on Neurosymbolic Learning and Reasoning (NeSy 2025, 8-10 September 2025, Santa Cruz, CA, USA)
2025.nesyconf.org
February 21, 2025 at 3:00 PM
🙌🏻 NeSy Confence = Amazing Speakers!!! 🙌🏻
⏳Do not forget to submit your abstract before the deadline!
⏳Do not forget to submit your abstract before the deadline!
🚀 Fully funded PhD in Neurosymbolic AI for Finance 💰🤖
🔍 Work at Imperial College London on cutting-edge AI for financial applications!
[1/3]
🔍 Work at Imperial College London on cutting-edge AI for financial applications!
[1/3]
February 5, 2025 at 1:53 PM
🚀 Fully funded PhD in Neurosymbolic AI for Finance 💰🤖
🔍 Work at Imperial College London on cutting-edge AI for financial applications!
[1/3]
🔍 Work at Imperial College London on cutting-edge AI for financial applications!
[1/3]
🦕 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...
Knowledge Graphs, Ontologies and Neurosymbolic AI 📖
Chaired by Cogan Shimizu.
Check out the Call for Papers!
2025.nesyconf.org/kgs-ontologi...
Knowledge Graphs, Ontologies and Neurosymbolic AI
19th International Conference on Neurosymbolic Learning and Reasoning (NeSy 2025, 8-10 September 2025, Santa Cruz, CA, USA)
2025.nesyconf.org
January 10, 2025 at 10:57 AM
🦕 Special track at NeSy dedicated to KGs and Ontologies!! Have a look 🙌
🔔 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
🙌 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
Integration of Logical Constraints in Deep Learning
| Journal of Artificial Intelligence Research
www.jair.org
December 16, 2024 at 10:48 AM
🔔 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
🙌 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
Reposted by Eleonora Giunchiglia
Neural Concept Binder @WolfStammer
December 12, 2024 at 9:28 PM
Neural Concept Binder @WolfStammer
Reposted by Eleonora Giunchiglia
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! 💙
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! 💙
December 13, 2024 at 8:45 AM
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! 💙
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
📢 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
Apply through the CDTs:
🔗 CCMI: ccmi-cdt.org
🔗 StatML: statml.io
December 11, 2024 at 1:06 PM
📢 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
Apply through the CDTs:
🔗 CCMI: ccmi-cdt.org
🔗 StatML: statml.io
🦕 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!
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
CFP is now out: 2025.nesyconf.org/call-for-pap...
🚨 Paper deadline: Feb 28 (abstract), March 7 (full)
#neurosymbolic #NeSy2025
Call for papers
19th International Conference on Neurosymbolic Learning (NeSy 2025, 8-10 September 2025, Santa Cruz, CA, USA)
2025.nesyconf.org
December 11, 2024 at 6:08 PM
🦕 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!
Fear not! 🙌 Our call for papers is now online! Check it out!
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? 🧵
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? 🧵
December 10, 2024 at 7:10 PM
📣 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? 🧵
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 Giunchiglia
hi everyone!! let's try this optimal transport again 🙃
December 5, 2024 at 12:58 PM
hi everyone!! let's try this optimal transport again 🙃
Reposted by Eleonora Giunchiglia
📢 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...
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...
December 5, 2024 at 11:06 AM
📢 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...
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...
Reposted by Eleonora Giunchiglia
December 4, 2024 at 8:33 AM
Reposted by Eleonora Giunchiglia
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/...
🔗 www.imperial.ac.uk/news/258973/...
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.
www.imperial.ac.uk
December 3, 2024 at 2:43 PM
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/...
🔗 www.imperial.ac.uk/news/258973/...
Reposted by Eleonora Giunchiglia
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...
Efficient Learning of Discrete-Continuous Computation Graphs
proceedings.neurips.cc
November 30, 2024 at 10:51 AM
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...
🦋 Imperial-X landed on BlueSky as well!!! 🦋
👉 Use this starter pack to stay updated with the AI research happening at Imperial!!! 🙌
👉 Use this starter pack to stay updated with the AI research happening at Imperial!!! 🙌
We made a starter pack for the I-X Community on Bluesky!
Follow us for the updates in AI, ML, Robotics, and other exciting research areas.
go.bsky.app/fw7xiK
#AI #ML #Statistics #Robotics #Research #Interdisciplinary
Follow us for the updates in AI, ML, Robotics, and other exciting research areas.
go.bsky.app/fw7xiK
#AI #ML #Statistics #Robotics #Research #Interdisciplinary
November 29, 2024 at 4:31 PM
🦋 Imperial-X landed on BlueSky as well!!! 🦋
👉 Use this starter pack to stay updated with the AI research happening at Imperial!!! 🙌
👉 Use this starter pack to stay updated with the AI research happening at Imperial!!! 🙌