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! 😄🌊🏖️

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...

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

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

Happening tomorrow! Poster number 508 Saturday's session 10-12:30

Steve Azzolin@steveazzolin.bsky.social · last yr.

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

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

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

❗️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

Great talk tomorrow at the @causalclub.di.unipi.it by Nina Corvelo Benz on counterfactual token generation.

Causal Club@handle.invalid · last yr.

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

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

Happy to share our second episode with @giovannidetoni.bsky.social ready to rock at @causalclub.di.unipi.it on Friday at 16:00.

riccardo@rmassidda.it · last yr.

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

⏰ 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!

Mátyás Schubert@matyasch.bsky.social · last yr.

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

The Causal Club is back for Season 3! Do not miss it!

Causal Club@handle.invalid · last yr.

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

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

The KDD Lab Workshop 2024 just started in San Miniato, Italy. Two days for sharing the last achievements and new horizons in research...