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🚨 New ICLR paper🚨
We found that:
😨Self-Explainable graph models can produce fabricated explanations
😱These can go undetected
Why is this important?
Explanations can conceal malicious behavior: handle them with care!
Steve Azzolin retweeted
Next week at @icmlconf in Seoul!
@LachiVeronica and I will be in Hall A, #2308 on Tuesday presenting our work "Rethinking GNNs and Missing Features: Challenges, Evaluation and a Robust Solution". Come say hi!
📄 Paper: lnkd.in/e48W6BY4
Heading to @imperialcollege to present our latest work on🌟graph explanations that do not explain🌟
Seminar starts at 16 BST
Link: xaiseminars.doc.ic.ac.uk/
Paper: arxiv.org/pdf/2601.20815
Steve Azzolin retweeted
📢The submission link for the fourth edition of the Hybrid Human-Machine Learning and Decision Making (HLDM’26) - co-hosted by @toniwuest, @cc_jalvarez, @andrea_whatever, @annamonreale and @KatyaTentori - is up and running! 📢
Deadline: 7 June 2026
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Steve Azzolin retweeted
🪧 In a follow-up paper, we extended this work from attitudes to actions.
Using two pre-registered experiments (~15k participants), we showed that conversational AI can persuade people to sign real petitions and donate money to charity.
Steve Azzolin retweeted
Finally, on Tuesday @LachiVeronica will also present another ongoing project studying whether GNNs are truly calibrated. This is a joint work with @franciferrini_ @AntonioLonga94 @andrea_whatever @barbera_cesare and Manfred Jaeger. :)
openreview.net/forum?id=FHsE…
If you're into calibration, check this out
Hi all! Today I will be presenting our work on Local Multiclass Calibration at #AISTATS26 !
Come check our poster #107!
Paper link: openreview.net/forum?id=atUX…
To address the issue:
👉We introduce a robust detection metric that reliably spots these fake explanations
To be presented at poster session 4 (P4-#4012), Fri 24, 3:15 pm 🇧🇷.
Full paper: openreview.net/forum?id=HBcg…
w @looselycorrect @andrea_whatever @SagarMa98786413 @brulepri
Steve Azzolin retweeted
Excited to share that I will co-organize with @toniwuest, @cc_jalvarez, @andrea_whatever, @annamonreale and @KatyaTentori the fourth edition of the Hybrid Human-Machine Learning and Decision Making (HLDM’26) @ECMLPKDD in Naples. 👇
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Steve Azzolin retweeted
📢 LoG 2026 Organizer Recruitment
We are recruiting new organizers to help support the Learning on Graphs 2026 conference and community.
Apply here:
🔗 forms.gle/XX2KWe98YJQc8Prn7
🗓 Deadline: March 16
Please share with anyone in the graph learning community who may be interested!
Steve Azzolin retweeted
My PhD student & I are studying if XAI heatmaps really help humans understand what AI "sees" in image classification. It takes max 10 min, fully anonymous, no login. Help us improve explainable AI — just a few clicks! emirhanbilgic.github.io/web_… Thanks! #XAI #AI #Computervision
Steve Azzolin retweeted
The conference may be over, but the LOG community never slows down 🧑💼🌍
Join us at upcoming meetups worldwide:
🇳🇴 Tromsø 🇮🇳 Gandhinagar 🇮🇹 Pisa 🇫🇷 Paris 🇧🇷 São arlos 🇮🇳 New Delhi
Steve Azzolin retweeted
Join us at LoG 2025 (Dec 10–12)!
🗓️Keynotes on graph learning & geometry from Aditi Krishnapriyan (Day1⃣), Haggai Maron (Day2⃣), Michael Galkin & Melanie Weber (Day3⃣) — from molecular ML to neural artifacts & graph foundation models.
Register now: logconference.org/register/
Steve Azzolin retweeted
📢 Now that we have an in-person LoG, why are we still supporting meetups?
👉 Meetups keep the community alive all year round, beyond the main event
👉 They give the community more chances to connect locally and inclusively
👉 They complement—not compete with—the in-person LoG
📢News about our Call for Local Meetups
🚉 To favor commuting, 3-day events are now allowed
🗓️ Deadline extended to 30th November
See logconference.org/call-for-m… for details
Steve Azzolin retweeted
🚀 The LoG 2025 volunteer application is open!
Give 2 hours → get FREE conference registration.
Connect with researchers worldwide and help make LoG 2025 welcoming and successful. 🌍🤝
Apply now ➡️ forms.gle/R9AG7c6raTxJ2Kix7
#LoG2025 #Volunteer #AI #ML
Steve Azzolin retweeted
📢LoG 2025 Registration📢
👤 Venue: Arizona State University, Phoenix, AZ
🚨 For each accepted paper/tutorial, at least one author must attend in person: logconference.org/cfp/#atten…
🔗 Registration details: logconference.org/register/














