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Andrea Pugnana

@andrepugni.bsky.social
54 followers 90 following 21 posts

Research Fellow @ University of Trento. Studying ML models that know what they do not know. He/Him.

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Andrea Pugnana @andrepugni.bsky.social · 18/09/2025
Deferring Concept Bottleneck Models go to @neuripsconf.bsky.social 2025! Thanks to all my amazing coauthors (especially @rmassidda.it who is the only one on 🦋 as far as I know) who believed in the marriage between CBMs and Learning to Defer! See u in San Diego! 😄🌊🏖️
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Emanuele Marconato @ema-ridopoco.bsky.social · 03/05/2025
Now in Thailand to present our paper at #AISTATS2025 🇹🇭🌴 📍Today at 3:00-6:00 pm, poster number 118! More details here: openreview.net/forum?id=XCm...
openreview.net
All or None: Identifiable Linear Properties of Next-Token...
We analyze identifiability as a possible explanation for the ubiquity of linear properties across language models, such as the vector difference between the representations of “easy” and “easiest”...
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Andrea Pugnana @andrepugni.bsky.social · 29/04/2025
On my way to Mai Khao🏝️ for #AISTATS2025, where I will present A Causal Framework for Evaluating Deferring Systems, a joint work with Filippo Palomba, Jose Alvarez and Salvatore Ruggieri. 1/5
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Steve Azzolin @steveazzolin.bsky.social · 25/04/2025
Happening tomorrow! Poster number 508 Saturday's session 10-12:30
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Steve Azzolin @steveazzolin.bsky.social · 17/04/2025
Faithfulness of GNN explanations isn’t one-size-fits-all🧢 Our last @iclr-conf.bsky.social paper breaks it down across: 1. Evaluation metrics 2. Model implementations 3. OOD generalisation w: Antonio L. @looselycorrect.bsky.social @andreapasserini.bsky.social 1/5
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Causal Club @handle.invalid · 10/04/2025
If you are into Structural Causal Models, you're going to love Deep SCMs! ❤️ On the next (and last for now!) talk, Audrey Poinsot (INRIA) will review DSCMs, their applications and open challenges. 🤌 See you tomorrow April 11th at 16:00 (CET) at meet.google.com/tng-aibh-yuz 🗓️ tinyurl.com/deepscm
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Andrea Pugnana @andrepugni.bsky.social · 05/04/2025
❗️Deadline extended 18 April❗️ Working on Human-AI interaction and trustworthy AI? Consider submitting your ongoing work to our workshop tcai2025.isti.cnr.it @hhaiconference.bsky.social Co-hosted by Apoorva Singh, Bruno Lepri, @burcusayin.bsky.social and Roberto Pellungrini in Pisa. #AI #HHAI
tcai2025.isti.cnr.it
TCAI2025
TCAI2025
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Andrea Pugnana @andrepugni.bsky.social · 27/03/2025
Great talk tomorrow at the @causalclub.di.unipi.it by Nina Corvelo Benz on counterfactual token generation.
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Causal Club @handle.invalid · 20/03/2025
Time for the next Causal Club speaker! ⏳ Mouad El Bouchattaoui (Paris-Saclay University) will present a novel method for conterfactual regression over time (openreview.net/pdf?id=bKOZY...). 🤌 See you in Pisa on March 21 at 16:00 (CET) or live at meet.google.com/tng-aibh-yuz
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Andrea Pugnana @andrepugni.bsky.social · 12/03/2025
Happy to share our second episode with @giovannidetoni.bsky.social ready to rock at @causalclub.di.unipi.it on Friday at 16:00.
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Causal Club @handle.invalid · 07/03/2025
⏰ Don't miss Mátyás talk today at 3PM! 🎥 See you online meet.google.com/cqt-ufji-xfz 🤌 ...or live in the CS Department of the University of Pisa!
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Andrea Pugnana @andrepugni.bsky.social · 28/02/2025
The Causal Club is back for Season 3! Do not miss it!
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Andrea Pugnana @andrepugni.bsky.social · 25/02/2025
Are you in Philly for @realaaai.bsky.social 2025, and still do not know what oral to attend? Do not worry. Also, ML models do not know many things. Check what they know they don't know with Salvatore Ruggieri, who will present our joint work in the senior track morning session on Friday!
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Andrea Pugnana @andrepugni.bsky.social · 22/01/2025
I am thrilled to share that our work, "A Causal Framework for Evaluating Deferring Systems," has been accepted at #AISTATS2025! I am very attached to this work (joint with F. Palomba, J. Alvarez, and S. Ruggieri—who are not on 🦋) as it bridges causal inference with deferring systems. 1/4
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Luca Pappalardo @lucapappalardo.bsky.social · 12/12/2024
The KDD Lab Workshop 2024 just started in San Miniato, Italy. Two days for sharing the last achievements and new horizons in research...
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