antonio vergari ⚔️ short-circuiting
@nolovedeeplearning.bsky.social
human being | assoc prof in #ML #AI #Edinburgh | PI of #APRIL | #reliable #probabilistic #models #tractable #generative #neuro #symbolic | heretical empiricist | he/him
👉 https://april-tools.github.io
👉 https://april-tools.github.io
from the memories from Rio, when with @leanderk.bsky.social and @paolomorettin.bsky.social we were on the beach wondering if to use the Best Student Paper Runner-up Award as a surfing board.
August 2, 2025 at 3:20 PM
from the memories from Rio, when with @leanderk.bsky.social and @paolomorettin.bsky.social we were on the beach wondering if to use the Best Student Paper Runner-up Award as a surfing board.
by applying a QR decomposition, any matrix can be written as a QR code multiplied by an upper triangular matrix
July 14, 2025 at 4:06 PM
by applying a QR decomposition, any matrix can be written as a QR code multiplied by an upper triangular matrix
still tweaking that Scholar Inbox classifier
July 7, 2025 at 8:09 AM
still tweaking that Scholar Inbox classifier
anything to say in your defense @neuripsconf.bsky.social ?
July 4, 2025 at 4:24 AM
anything to say in your defense @neuripsconf.bsky.social ?
who is the real @cassiodecampos.bsky.social ?
July 2, 2025 at 12:26 PM
who is the real @cassiodecampos.bsky.social ?
this profile is impersonating me on X and scamming people. And it got verified...! (*)
golden rule: it is not me on social media if you don't see a ☠️.
(*) please help me report this profile, if you are still on X
golden rule: it is not me on social media if you don't see a ☠️.
(*) please help me report this profile, if you are still on X
June 25, 2025 at 6:05 AM
this profile is impersonating me on X and scamming people. And it got verified...! (*)
golden rule: it is not me on social media if you don't see a ☠️.
(*) please help me report this profile, if you are still on X
golden rule: it is not me on social media if you don't see a ☠️.
(*) please help me report this profile, if you are still on X
thanks god we can stay inside in beautiful and functional modern Norvegian buildings and talk probabilities
💪💪💪
💪💪💪
June 16, 2025 at 7:22 AM
thanks god we can stay inside in beautiful and functional modern Norvegian buildings and talk probabilities
💪💪💪
💪💪💪
#Nordic #probabilistic #AI starts in Trondheim 🇳🇴
I'll be here for a week TAing and giving a lecture on ⚡ #tractable⚡ models
and I'm in good company @andresmasegosa.bsky.social @vabor112.bsky.social @jesfrellsen.bsky.social and more covering all aspects of 🎲 AI
👉 nordic.probabilistic.ai#lecturers
I'll be here for a week TAing and giving a lecture on ⚡ #tractable⚡ models
and I'm in good company @andresmasegosa.bsky.social @vabor112.bsky.social @jesfrellsen.bsky.social and more covering all aspects of 🎲 AI
👉 nordic.probabilistic.ai#lecturers
June 16, 2025 at 7:17 AM
#Nordic #probabilistic #AI starts in Trondheim 🇳🇴
I'll be here for a week TAing and giving a lecture on ⚡ #tractable⚡ models
and I'm in good company @andresmasegosa.bsky.social @vabor112.bsky.social @jesfrellsen.bsky.social and more covering all aspects of 🎲 AI
👉 nordic.probabilistic.ai#lecturers
I'll be here for a week TAing and giving a lecture on ⚡ #tractable⚡ models
and I'm in good company @andresmasegosa.bsky.social @vabor112.bsky.social @jesfrellsen.bsky.social and more covering all aspects of 🎲 AI
👉 nordic.probabilistic.ai#lecturers
it is honestly sad to read these definitions.
which experts have you contacted @quantamagazine.bsky.social ?
which experts have you contacted @quantamagazine.bsky.social ?
May 1, 2025 at 7:06 PM
it is honestly sad to read these definitions.
which experts have you contacted @quantamagazine.bsky.social ?
which experts have you contacted @quantamagazine.bsky.social ?
the #TPM ⚡Tractable Probabilistic Modeling ⚡Workshop is back at @auai.org #UAI2025!
Submit your works on:
- fast and #reliable inference
- #circuits and #tensor #networks
- normalizing #flows
- scaling #NeSy #AI
...& more!
🕓 deadline: 23/05/25
👉 tractable-probabilistic-modeling.github.io/tpm2025/
Submit your works on:
- fast and #reliable inference
- #circuits and #tensor #networks
- normalizing #flows
- scaling #NeSy #AI
...& more!
🕓 deadline: 23/05/25
👉 tractable-probabilistic-modeling.github.io/tpm2025/
April 16, 2025 at 8:40 AM
here is another recent application of my #mixture #law:
"""
If some publishes a paper on model A, there will be a paper about _mixtures of A_ soon, with high probability
"""
this time it's flow matching with GMMs!
arxiv.org/abs/2504.05304
props to @emilevankrieken.com for discovering it
"""
If some publishes a paper on model A, there will be a paper about _mixtures of A_ soon, with high probability
"""
this time it's flow matching with GMMs!
arxiv.org/abs/2504.05304
props to @emilevankrieken.com for discovering it
April 15, 2025 at 1:50 PM
here is another recent application of my #mixture #law:
"""
If some publishes a paper on model A, there will be a paper about _mixtures of A_ soon, with high probability
"""
this time it's flow matching with GMMs!
arxiv.org/abs/2504.05304
props to @emilevankrieken.com for discovering it
"""
If some publishes a paper on model A, there will be a paper about _mixtures of A_ soon, with high probability
"""
this time it's flow matching with GMMs!
arxiv.org/abs/2504.05304
props to @emilevankrieken.com for discovering it
great to have David Watson (dswatson.github.io) visiting us today and talking about #trustworthy #AI #ML for tabular data with #trees and #circuits
with connections to #generative modeling, #causality and #fast inference!
with connections to #generative modeling, #causality and #fast inference!
April 15, 2025 at 10:30 AM
great to have David Watson (dswatson.github.io) visiting us today and talking about #trustworthy #AI #ML for tabular data with #trees and #circuits
with connections to #generative modeling, #causality and #fast inference!
with connections to #generative modeling, #causality and #fast inference!
I am at @realaaai.bsky.social #AAAI25 in sunny #Philadelphia 🌞
reach out if you want to grab coffee and chat about #probabilistic #ML #AI #nesy #neurosymbolic #tensor #lowrank models!
check out our tutorial
👉 april-tools.github.io/aaai25-tf-pc...
and workshop
👉 april-tools.github.io/colorai/
reach out if you want to grab coffee and chat about #probabilistic #ML #AI #nesy #neurosymbolic #tensor #lowrank models!
check out our tutorial
👉 april-tools.github.io/aaai25-tf-pc...
and workshop
👉 april-tools.github.io/colorai/
February 25, 2025 at 3:33 PM
I am at @realaaai.bsky.social #AAAI25 in sunny #Philadelphia 🌞
reach out if you want to grab coffee and chat about #probabilistic #ML #AI #nesy #neurosymbolic #tensor #lowrank models!
check out our tutorial
👉 april-tools.github.io/aaai25-tf-pc...
and workshop
👉 april-tools.github.io/colorai/
reach out if you want to grab coffee and chat about #probabilistic #ML #AI #nesy #neurosymbolic #tensor #lowrank models!
check out our tutorial
👉 april-tools.github.io/aaai25-tf-pc...
and workshop
👉 april-tools.github.io/colorai/
why is the hamburger recursive???
What is a #PC? What is #CP?
All the answers you are seeking are in this @tmlrorg.bsky.social Featured paper
👉 openreview.net/pdf?id=Y7dRm...
or this notebook with code
github.com/april-tools/...
What is a #PC? What is #CP?
All the answers you are seeking are in this @tmlrorg.bsky.social Featured paper
👉 openreview.net/pdf?id=Y7dRm...
or this notebook with code
github.com/april-tools/...
January 30, 2025 at 6:37 AM
why is the hamburger recursive???
What is a #PC? What is #CP?
All the answers you are seeking are in this @tmlrorg.bsky.social Featured paper
👉 openreview.net/pdf?id=Y7dRm...
or this notebook with code
github.com/april-tools/...
What is a #PC? What is #CP?
All the answers you are seeking are in this @tmlrorg.bsky.social Featured paper
👉 openreview.net/pdf?id=Y7dRm...
or this notebook with code
github.com/april-tools/...
new year, new me.
January 9, 2025 at 10:13 AM
new year, new me.
January 3, 2025 at 2:00 PM
happening now at @neuripsconf.bsky.social poster #3082 East
join Gennaro to know how to build and train #probabilistic (integral) #circuit for trustworthy #ML and #AI
join Gennaro to know how to build and train #probabilistic (integral) #circuit for trustworthy #ML and #AI
December 14, 2024 at 12:34 AM
happening now at @neuripsconf.bsky.social poster #3082 East
join Gennaro to know how to build and train #probabilistic (integral) #circuit for trustworthy #ML and #AI
join Gennaro to know how to build and train #probabilistic (integral) #circuit for trustworthy #ML and #AI
from the wonders of @neuripsconf.bsky.social #NeurIPS24
part 31/101
the #coffe truck outside the Convention center with its effective #advertisment strategy
part 31/101
the #coffe truck outside the Convention center with its effective #advertisment strategy
December 13, 2024 at 1:11 PM
from the wonders of @neuripsconf.bsky.social #NeurIPS24
part 31/101
the #coffe truck outside the Convention center with its effective #advertisment strategy
part 31/101
the #coffe truck outside the Convention center with its effective #advertisment strategy
loved this power move by The Sepp!
(and will always love Amari and his work 💙)
(and will always love Amari and his work 💙)
December 12, 2024 at 2:33 PM
loved this power move by The Sepp!
(and will always love Amari and his work 💙)
(and will always love Amari and his work 💙)
the Sepp Hochreiter on stage at #NeurIPS24 for the Posner lecture
on the different stages in science, engineering and industrialization
(early, 8.30am, but very nice to start the day)
on the different stages in science, engineering and industrialization
(early, 8.30am, but very nice to start the day)
December 11, 2024 at 4:42 PM
the Sepp Hochreiter on stage at #NeurIPS24 for the Posner lecture
on the different stages in science, engineering and industrialization
(early, 8.30am, but very nice to start the day)
on the different stages in science, engineering and industrialization
(early, 8.30am, but very nice to start the day)
from the wonders of @neuripsconf.bsky.social
part 13/101
the Fred Sala (@fredsala.bsky.social) fan club on Whova
#NeurIPS24 #Vancouver #AI #ML
part 13/101
the Fred Sala (@fredsala.bsky.social) fan club on Whova
#NeurIPS24 #Vancouver #AI #ML
December 11, 2024 at 1:39 PM
from the wonders of @neuripsconf.bsky.social
part 13/101
the Fred Sala (@fredsala.bsky.social) fan club on Whova
#NeurIPS24 #Vancouver #AI #ML
part 13/101
the Fred Sala (@fredsala.bsky.social) fan club on Whova
#NeurIPS24 #Vancouver #AI #ML
December 11, 2024 at 1:51 AM
I am in #Vancouver for @neuripsconf.bsky.social , I should flap/skeet to show (off) all the nice #research work we are presenting... but very jet lagged and energy deprived.
Also this is in my lobby
Also this is in my lobby
December 10, 2024 at 2:00 PM
I am in #Vancouver for @neuripsconf.bsky.social , I should flap/skeet to show (off) all the nice #research work we are presenting... but very jet lagged and energy deprived.
Also this is in my lobby
Also this is in my lobby
my modest proposal to advance science and hence humanity:
1️⃣ let's invest into human clone technologies
2️⃣ let's clone Jürgen multiple times
3️⃣ each University hires a clone of Jürgen as Scientific Integrity Chair
4️⃣ minimize rediscovering the wheel, extreme focus on novelty
1️⃣ let's invest into human clone technologies
2️⃣ let's clone Jürgen multiple times
3️⃣ each University hires a clone of Jürgen as Scientific Integrity Chair
4️⃣ minimize rediscovering the wheel, extreme focus on novelty
December 7, 2024 at 8:48 AM
my modest proposal to advance science and hence humanity:
1️⃣ let's invest into human clone technologies
2️⃣ let's clone Jürgen multiple times
3️⃣ each University hires a clone of Jürgen as Scientific Integrity Chair
4️⃣ minimize rediscovering the wheel, extreme focus on novelty
1️⃣ let's invest into human clone technologies
2️⃣ let's clone Jürgen multiple times
3️⃣ each University hires a clone of Jürgen as Scientific Integrity Chair
4️⃣ minimize rediscovering the wheel, extreme focus on novelty