Andrea Pugnana
@andrepugni.bsky.social
Research Fellow @ University of Trento. Studying ML models that know what they do not know. He/Him.
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! 😄🌊🏖️
@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! 😄🌊🏖️
September 18, 2025 at 9:39 PM
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! 😄🌊🏖️
@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! 😄🌊🏖️
Reposted by Andrea Pugnana
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...
📍Today at 3:00-6:00 pm, poster number 118!
More details here:
openreview.net/forum?id=XCm...
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”...
openreview.net
May 3, 2025 at 2:36 AM
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...
📍Today at 3:00-6:00 pm, poster number 118!
More details here:
openreview.net/forum?id=XCm...
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
1/5
April 29, 2025 at 9:42 PM
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
1/5
Reposted by Andrea Pugnana
Happening tomorrow!
Poster number 508
Saturday's session 10-12:30
Poster number 508
Saturday's session 10-12:30
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
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
April 25, 2025 at 2:27 PM
Happening tomorrow!
Poster number 508
Saturday's session 10-12:30
Poster number 508
Saturday's session 10-12:30
Reposted by Andrea Pugnana
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
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
April 17, 2025 at 1:44 PM
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
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
Reposted by Andrea Pugnana
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
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
April 10, 2025 at 9:25 AM
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
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
❗️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
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
TCAI2025
tcai2025.isti.cnr.it
April 5, 2025 at 7:53 AM
❗️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
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
Great talk tomorrow at the @causalclub.di.unipi.it by Nina Corvelo Benz on counterfactual token generation.
Sure! Here's your post to advertise the next Causal Club talk:
🤖 Tomorrow, Nina Corvelo Benz from MPI-SWS will present her work on counterfactual token generation in LLMs!
🤌 See you in Pisa on March 28 at 16:00 (CET) or live at meet.google.com/tng-aibh-yuz
🗓️ Add it here: tinyurl.com/ctgllms
🤖 Tomorrow, Nina Corvelo Benz from MPI-SWS will present her work on counterfactual token generation in LLMs!
🤌 See you in Pisa on March 28 at 16:00 (CET) or live at meet.google.com/tng-aibh-yuz
🗓️ Add it here: tinyurl.com/ctgllms
March 27, 2025 at 8:24 PM
Great talk tomorrow at the @causalclub.di.unipi.it by Nina Corvelo Benz on counterfactual token generation.
Reposted by Andrea Pugnana
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
⏳ 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
March 20, 2025 at 8:40 AM
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
⏳ 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
Happy to share our second episode with @giovannidetoni.bsky.social ready to rock at @causalclub.di.unipi.it on Friday at 16:00.
The second appointment of the year for the Causal Club will feature algorithmic recourse, time, causality, and pizza*! 🍕
See you on Friday! 🎉
*slices for in-presence participants only, as we are still waiting for food teleportation through Google Meet
See you on Friday! 🎉
*slices for in-presence participants only, as we are still waiting for food teleportation through Google Meet
Still thinking about that denied loan?
🏦 Then you can't miss @giovannidetoni.bsky.social talk on the causal role of time in algorithmic recourse
🤌 See you in Pisa on March 14 at 16:00 (CET) or live at meet.google.com/tng-aibh-yuz
🗓️ Click here to add it to your calendar: tinyurl.com/timecausalclub
🏦 Then you can't miss @giovannidetoni.bsky.social talk on the causal role of time in algorithmic recourse
🤌 See you in Pisa on March 14 at 16:00 (CET) or live at meet.google.com/tng-aibh-yuz
🗓️ Click here to add it to your calendar: tinyurl.com/timecausalclub
March 12, 2025 at 5:21 PM
Happy to share our second episode with @giovannidetoni.bsky.social ready to rock at @causalclub.di.unipi.it on Friday at 16:00.
Reposted by Andrea Pugnana
⏰ 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!
🎥 See you online meet.google.com/cqt-ufji-xfz
🤌 ...or live in the CS Department of the University of Pisa!
A few weeks ago, I presented SNAP at the wonderful #Bellairs Workshop on Causality in Barbados🐢
This Friday 🫰meets 🤌 as I will get to present SNAP again at the kick-off of the newest season of @causalclub.di.unipi.it! Check out this, and their other amazing upcoming talks at causalclub.di.unipi.it
This Friday 🫰meets 🤌 as I will get to present SNAP again at the kick-off of the newest season of @causalclub.di.unipi.it! Check out this, and their other amazing upcoming talks at causalclub.di.unipi.it
March 7, 2025 at 11:15 AM
⏰ 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!
🎥 See you online meet.google.com/cqt-ufji-xfz
🤌 ...or live in the CS Department of the University of Pisa!
The Causal Club is back for Season 3! Do not miss it!
Here's a talk you can't miss!
🔨 Next Friday, @matyasch.bsky.social will discuss how to efficiently estimate causal effects on large unknown graphs.
🤌 See you in Pisa on March 7 at 15:00 (CET) or live at meet.google.com/cqt-ufji-xfz
🗓️ Click here to add it to your calendar: tinyurl.com/snapcausclub
🔨 Next Friday, @matyasch.bsky.social will discuss how to efficiently estimate causal effects on large unknown graphs.
🤌 See you in Pisa on March 7 at 15:00 (CET) or live at meet.google.com/cqt-ufji-xfz
🗓️ Click here to add it to your calendar: tinyurl.com/snapcausclub
Do you want to estimate causal effects for a small set of target variables without knowing the causal graph, but discovering it takes too long? Now you can get adjustment sets in a SNAP🫰accepted at #aistats2025!
📜 arxiv.org/abs/2502.07857
🧩 matyasch.github.io/snap/
🧵 1/10
📜 arxiv.org/abs/2502.07857
🧩 matyasch.github.io/snap/
🧵 1/10
February 28, 2025 at 4:32 PM
The Causal Club is back for Season 3! Do not miss it!
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!
February 25, 2025 at 8:45 PM
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!
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
January 22, 2025 at 11:29 AM
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
Reposted by Andrea Pugnana
The KDD Lab Workshop 2024 just started in San Miniato, Italy.
Two days for sharing the last achievements and new horizons in research...
Two days for sharing the last achievements and new horizons in research...
December 12, 2024 at 11:06 AM
The KDD Lab Workshop 2024 just started in San Miniato, Italy.
Two days for sharing the last achievements and new horizons in research...
Two days for sharing the last achievements and new horizons in research...