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Mario Figueiredo Profile
Mario Figueiredo

@mariotelfig

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Distinguished Prof of ECE and Feedzai Prof of machine learning @istecnico , @itnewspt Professor, photographer, music lover, curious about almost everything.

Lisbon, Portugal
Joined February 2010
Don't wanna be here? Send us removal request.
@mariotelfig
Mario Figueiredo
2 months
My favorite illustration of how geometric intuition fails miserably in high dimensions.
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@mariotelfig
Mario Figueiredo
2 months
The Cauchy-Schwarz inequality is the cornerstone of so many results and proofs. I learned this beautifully concise proof in a nice little paper by Jean-Baptiste Hiriart-Urruty, "Des démonstrations qui font boum!" ("Proofs that make boom!").
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@mariotelfig
Mario Figueiredo
3 years
@fermatslibrary Looks like a statistically significant conclusion is that walking on the moon is a cause of death.😉
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@mariotelfig
Mario Figueiredo
3 years
@EricTopol There was almost no politicization of vaccination; all politicians (both in power and opposition) supported the vaccination process. Also, although there are a few crazy anti-vaxers, it is a really very very small number.
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@mariotelfig
Mario Figueiredo
4 years
In memoriam, José Bioucas-Dias (1960-2020); a picture of us circa 1986.
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@mariotelfig
Mario Figueiredo
2 years
Insightful and clear explanation of why DALLE uses diffusion models rather than GANs, with a great take-home message: "All the hyper-parameter tuning in the world can't beat a few lines of thoughtful math." Thanks, Tom.
@tomgoldsteincs
Tom Goldstein
2 years
Why have diffusion models displaced GANs so quickly? Consider the tale of the (very strange) first DALLE model. In 2021, diffusions were almost unheard of, yet the creators of DALLE had already rejected the GAN approach. Here’s why. 🧵
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@mariotelfig
Mario Figueiredo
2 years
Super-proud of my son Guilherme ( @GuiRTFig ) starting as a PhD student at Oxford.
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@mariotelfig
Mario Figueiredo
3 months
Who said machine learning researchers no longer grow and prune trees?
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@mariotelfig
Mario Figueiredo
3 years
I'm proud and honored to be one of the EURASIP Fellows 2021. @eurasip
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@mariotelfig
Mario Figueiredo
10 months
The final slide of my #LxMLS lecture, with ML book recommendations. Three very different books; three excellent books. @beenwrekt @sirbayes @BachFrancis
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@mariotelfig
Mario Figueiredo
3 years
Very proud to appear in @gabrielpeyre 's oldies but goldies, with my friend @rdnowak .
@gabrielpeyre
Gabriel Peyré
3 years
Oldies but goldies: M. Figueiredo, R. Nowak, An EM algorithm for wavelet-based image restoration, 2003. Introduces Iterative Soft Thresholding to solve the lasso.
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Mario Figueiredo
4 months
Congratulations to my friend, colleague, and former student @andre_t_martins for his brilliant habilitation defense. @istecnico and @itnewspt must be extremely proud of having such a world-class researcher.
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@mariotelfig
Mario Figueiredo
5 years
Honored that our work (with Rob Nowak) was mentioned in the excellent series of tweets Oldies but Goldies, by @gabrielpeyre .
@gabrielpeyre
Gabriel Peyré
5 years
Oldies but goldies: @mariotelfig , R. Nowak, An EM algorithm for wavelet-based image restoration, 2003. The first appearance of the celebrated Iterative Soft Thresholding Algorithm to solve the lasso.
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@mariotelfig
Mario Figueiredo
4 years
It's a huge honor!
@luis_os
Luis O. Silva
4 years
Many congratulations to @istecnico professors Anabela Cruzeiro and Mario Figueiredo @mariotelfig on their election to the Academy of Sciences of Lisbon - Mathematics Section of the Class of Sciences @acadcienciaslx
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@mariotelfig
Mario Figueiredo
3 years
If you haven't seen it, stop what you're doing and watch Michael Bronstein's ( @mmbronstein ) invited talk at ICLR. What a stunning, insightful, and inspiring presentation!
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@mariotelfig
Mario Figueiredo
3 years
In memoriam of my late colleague and dear friend José Bioucas-Dias, in the IEEE Geoscience and Remote Sensing Magazine.
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@mariotelfig
Mario Figueiredo
1 year
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@mariotelfig
Mario Figueiredo
3 years
The last paper of Afonso Teodoro's PhD work, co-supervised by my late colleague and friend José Bioucas-Dias, was published today.
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@mariotelfig
Mario Figueiredo
3 years
Fresh news: my son @alex_fig has just successfully defended his PhD at the University of Zurich. Feeling super proud.
@mariotelfig
Mario Figueiredo
3 years
Feeling extremely proud of my son @alex_fig , who just submitted his PhD thesis at the University of Zurich. The title is indeed a mouthful!
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@mariotelfig
Mario Figueiredo
5 years
@gabrielpeyre For ridge regression, there is a direct proof without Woodbury. @lrntzrsc
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@mariotelfig
Mario Figueiredo
11 months
Later today... Mathematics, Physics & #038 ; Machine Learning Seminar – Mário Figueiredo via @istecnico
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@mariotelfig
Mario Figueiredo
2 years
Última lição do Prof. João Pavão Martins, @istecnico . Um dos pioneiros da IA em Portugal.
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@mariotelfig
Mario Figueiredo
3 years
Excellent opinion article by Weinan E; recommended! "With machine learning coming into the picture, all major components of applied math are now in place. This means that applied math is finally ready to become a mature scientific discipline".
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@mariotelfig
Mario Figueiredo
10 months
One of my favorite and one of the most useful results in mathematics.
@gabrielpeyre
Gabriel Peyré
10 months
Woodbury formula allows one to compute in two different ways the solution of Ridge regression. It allows one to even use infinite-dimensional feature spaces (p=inf) via kernelization.
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Mario Figueiredo
14 days
Just out! Survey on conformal prediction for NLP, on which I had the pleasure to collaborate with the students Margarida Campos and @tozefarinhas and my colleagues @chryssaZrv and @andre_t_martins .
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Mario Figueiredo
3 years
Attending my first live academic defense since the beginning of the pandemic. And it couldn't be a better one: my son Guilherme is defending his Master thesis in anthropology.
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@mariotelfig
Mario Figueiredo
4 years
First article as first author of my son @alex_fig ! Feeling proud!
@alex_fig
Alex Figueiredo
4 years
So, @insect_microbe and I wrote a little something on animal-microbe symbioses, and how the microbes within interact! My first-first-author and his first-last-author, super happy to see it out 🥳
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@mariotelfig
Mario Figueiredo
2 years
Reading Being You, by @anilkseth , in the company of my "beyond human" friend.
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@mariotelfig
Mario Figueiredo
3 years
Feeling extremely proud of my son @alex_fig , who just submitted his PhD thesis at the University of Zurich. The title is indeed a mouthful!
@alex_fig
Alex Figueiredo
3 years
It's a bit of a mouthful, but here goes the title of my just-submitted PhD thesis! A massive thanks to the best supervisors one could ask for @RolfsMicrobes & @WagnerEvolution
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@mariotelfig
Mario Figueiredo
9 months
Working with my GPU (grass processing unit).
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@francesarnold
Frances Arnold
9 months
Scientists of Twitter! The world needs more reminders that we're living, breathing human beings with lives outside a lab. Quote tweet this with a picture of you doing not-science! No water, no electricity, all home sweet home. I miss 137...
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@mariotelfig
Mario Figueiredo
5 months
David Donoho talking about data science at the "singularity" at ICSDS in Lisbon.
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@mariotelfig
Mario Figueiredo
4 years
Fascinating episode with @manoliskellis . What an amazing ability to communicate the beauty of life and biology. Highly recommended!
@lexfridman
Lex Fridman
4 years
Here's my conversation with Manolis Kellis ( @manoliskellis ), head of the MIT Computational Biology Group, about the beauty of the human genome, evolutionary dynamics, mutation, inheritance, viruses, language, free will, and life.
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@mariotelfig
Mario Figueiredo
2 years
Just finished reading this very interesting book. Not for laypeople (it has some math), but highly recommended.
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@mariotelfig
Mario Figueiredo
4 years
Very proud to have supervised Afonso Teodoro's PhD work, which received the IBM Scientific Award. via @istecnico
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@mariotelfig
Mario Figueiredo
7 months
Many decades ago, Markov and Shannon laid the conceptual and mathematical/statistical foundations of language models, starting a research direction that eventually led to the modern large language models.
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@mariotelfig
Mario Figueiredo
4 years
Highly recommended!
@MIT_CSAIL
MIT CSAIL
4 years
"We [humans] are not the inventors of the first digital computer - we're its descendants." MIT computational biologist Manolis Kellis on digital inheritance and the human genome: @lexfridman #genomics
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@mariotelfig
Mario Figueiredo
1 year
A great honor to become an effective member (sócio efectivo) of the Lisbon Academy of Sciences, joining a group of people I highly admire. (1/2)
@luis_os
Luis O. Silva
1 year
Many congratulations to all the new sócios/sócios correspondentes @acadcienciaslx , and those from @istecnico - Sócios: Isabel Sá Correia ( @DBioengineering , @iBBTecnico ), Hélder Rodrigues (DEM/IDMEC), @mariotelfig ( @deec_ist / @itnewspt ) (1/n)
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@mariotelfig
Mario Figueiredo
4 years
Técnico no mapa europeu de centros de investigação em Inteligência Artificial via @istecnico
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@mariotelfig
Mario Figueiredo
4 years
Beautiful.
@xbresson
Xavier Bresson
4 years
One distribution to rule them all !
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@mariotelfig
Mario Figueiredo
2 years
@mraginsky I remember once hearing (or reading) some optimization person saying something in the same spirit: dividing functions into convex and non-convex is like dividing all animals into elephants and non-elephants.
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@mariotelfig
Mario Figueiredo
4 years
Last paper co-authored with my late colleague and friend José Bioucas-Dias (RIP) and our student Joshin Krishnan.
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Mario Figueiredo
10 months
One of my slides in today's lecture, "stolen" from @gabrielpeyre
@saeedamenfx
Saeed
10 months
Mario Figueiredo @istecnico #LxMLS explaining summary of stochastic gradient descent
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@mariotelfig
Mario Figueiredo
16 days
A figure from our 2007 paper (with @rdnowak and @madsjw ). After using l1 regularization, debiasing makes a huge difference! Thanks @sirbayes for bringing back this memory from 16 years ago.
@sirbayes
Kevin Patrick Murphy
16 days
@aaron_defazio Yes, I mention this in sec 11.4.3 of my book (). It is called "debiasing" and does indeed improve prediction error a lot - see example below (compare L1 in row 2 to MLE on the support of L1 solution in row 3).
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@mariotelfig
Mario Figueiredo
2 months
A must-read piece by @beenwrekt on the current publication culture in AI.
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@mariotelfig
Mario Figueiredo
1 month
I'm extremely honored to be a keynote speaker alongside @yudapearl , one of my "scientific heroes", at IPMU2024, in Lisbon in July.
@Lisbon_ELLIS
ELLIS Unit Lisbon
1 month
Register for the 20th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems to be held @istecnico 22nd – 26th July. 📅 Short paper submission: 23rd April 📅 Early bird registration: 7th May more info
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@mariotelfig
Mario Figueiredo
1 year
@pmddomingos ChatGPT doesn't *know*, period.
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@mariotelfig
Mario Figueiredo
4 years
The neoliberal era is ending. What comes next? via @The_Corres
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@mariotelfig
Mario Figueiredo
2 years
Next week, we have the great pleasure to have @EmtiyazKhan presenting "The Bayesian Learning Rule for Adaptive AI" at the Math, Physics & Machine Learning webinar series at IST. Don't miss it (notice the unusual time). @istecnico @LUMLIS1
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@mariotelfig
Mario Figueiredo
3 months
@docmilanfar Nowadays they are learned by CNNs but not called by their name. I guess people under a certain age have not seen the impact they had 2 or 3 decades ago.
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@mariotelfig
Mario Figueiredo
5 years
Alan V. Oppenheim giving a talk at @istecnico about what research is, or should be.
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@mariotelfig
Mario Figueiredo
10 months
21 years ago, at the NATO-ASI on Learning Theory and Practice, hosted by Johan Suykens (Leuven). Many famous names of "old ML": Bartlett, Bishop, Cristianini, Devroye, Gyorfi, Poggio, Schölkopf, Singer, Smale (Fields medalist), Vapnik, and many others. A great couple of weeks!
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@mariotelfig
Mario Figueiredo
1 year
@beenwrekt Killer app? I don't know; it looks more like an interesting demo. The killer app for AI is (and has been for way more than a decade) social media and surveillance capitalism. Just follow the money and see who invested massively in developing AI.
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@mariotelfig
Mario Figueiredo
5 months
My friend and colleague @arlindooliveira and I co-authored the first chapter of a recent book on AI and the law, with a brief overview of the history of AI and ML and some current highlights.
@arlindooliveira
Arlindo Oliveira
5 months
Just published, the chapter "Artificial Intelligence: Historical Context and State of the Art", part of a recent Springer book on AI and Law, #IDSSMLKD #LUMLIS
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Mario Figueiredo
5 months
@rdnowak @mmbronstein @miniapeur Yes. In fact, many inequalities can be shown to be C-S in disguise. One of my favorite books:
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@mariotelfig
Mario Figueiredo
4 years
Just finished reading Rutger Bregman's book "Humankind". I highly recommend it. It made me see humanity in a more positive and hopeful light (and it is a fascinating read).
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@mariotelfig
Mario Figueiredo
1 year
New paper to be presented at CLeaR 2023, on telling cause from effect (one of the core problems in causal discovery) on categorical data, introducing the "uniform channel model".
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@mariotelfig
Mario Figueiredo
3 years
Super-cool cartoon made by one of the LxMLS attendees, about my lecture. It made my day! #LxMLS2021
@mxmeij
Max
3 years
Thanks @mariotelfig for the intuitive recap of probability basics at #LxMLS2021 (w/ N=68 in the end)📚
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@mariotelfig
Mario Figueiredo
2 years
“Even if perfectly realized, meritocracy is corrosive of the common good and of solidarity.”
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@mariotelfig
Mario Figueiredo
2 years
My first DALL.E image. A painting by Paul Klee, showing Einstein playing basketball.
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@mariotelfig
Mario Figueiredo
3 years
@pmddomingos Or as Baron Schwartz once wrote: "When you’re fundraising, it’s AI. When you’re hiring, it’s ML. When you’re implementing, it’s linear regression.”
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@mariotelfig
Mario Figueiredo
1 year
@trekkinglemon That's great. But in a not too distant future, she will be the one teaching you stuff; believe me, and it's even better.
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@mariotelfig
Mario Figueiredo
3 years
@LConraria Apontar para o facto de haver muitos vacinados doentes, ignorando a elevada taxa de vacinados, é um exemplo claro da base-rate fallacy, como escrevi há dois dias neste artigo:
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@mariotelfig
Mario Figueiredo
2 years
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@mariotelfig
Mario Figueiredo
3 years
Starting soon! @gabrielpeyre is giving a webinar on "Scaling Optimal Transport for High dimensional Learning", starting at 7:00pm CET today. Not to be missed. More information here:
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@mariotelfig
Mario Figueiredo
2 years
My playlist for the World Music Day initiative of @istecnico , with @itnewspt . Only love songs. Maybe what the world needs most these days.
@istecnico
Técnico Lisboa
2 years
Mário Figueiredo (Técnico / @itnewspt ) highlights songs “whose combination of music and poetry touches [him] particularly”. “Music can have a profound, even visceral, influence on emotions.” 🎶 #T écnicoPlayLists #T écnicoScientists (8/x)
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@mariotelfig
Mario Figueiredo
12 days
@docmilanfar At least you know it was not written by ChatGPT 😆
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@mariotelfig
Mario Figueiredo
3 years
Not to be missed. @CevherLIONS seminar at the Mathematics, Physics, and Machine Learning series, at @istecnico , next Thursday, September 30, at 6:pm CET: "Optimization Challenges in Adversarial Machine Learning". @LUMLIS1
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@mariotelfig
Mario Figueiredo
10 months
RIP! Jacob Ziv and Abraham Lempel, of Lempel-Ziv fame, recently passed away, less than two months apart. Two highly influential giants of information and coding theory. In Memoriam: Jacob Ziv Abraham Lempel
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@mariotelfig
Mario Figueiredo
4 years
Afonso Teodoro (PhD student that I supervised in collaboration with my colleague José Bioucas-Dias) receiving the IBM Scientific Prize for his PhD work.
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@mariotelfig
Mario Figueiredo
2 years
@gabrielpeyre ... and of course in the Kalman filter.
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@mariotelfig
Mario Figueiredo
4 years
@NandoDF I have mixed feelings about this, @NandoDF . If you're GH, famous Turing award winner, it's perfectly Ok to admit fatal flaws in some of his recent ideas and cancel talks. Could a young not-yet-tenured researcher/academic afford/dare to do something like that?
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@mariotelfig
Mario Figueiredo
3 years
Causal inference.
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@mariotelfig
Mario Figueiredo
3 years
We got the issue cover! Congratulations to @JAASANTINHA for the great work and beautiful figure.
@JAASANTINHA
João Santinha
3 years
And we got to do the issue cover!!! 🥳 @mariotelfig
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@mariotelfig
Mario Figueiredo
3 years
Proud of my son's @alex_fig new paper!
@RolfsMicrobes
Rolf Kümmerli
3 years
Big experimental evolution by @alex_fig with @WagnerEvolution We have worked on cheating for many years. This is now coming to an end, and this manuscript is the ultimate roundup.
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@mariotelfig
Mario Figueiredo
3 years
Next Friday, at 3 pm (CET), Mathieu Blondel ( @mblondel_ml ) will tell us about his most recent work on efficient and modular implicit differentiation. Don't miss it. @LUMLIS1
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@mariotelfig
Mario Figueiredo
4 years
I just finished reading this very nice little book by Stephen Stiegler. Very interesting view of the deep roots (and their historical origins) of the core ideas of statistics.
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@mariotelfig
Mario Figueiredo
3 years
In 2 hours (12:30 Lisbon time) I will give a talk with an overview of my late colleague and friend José Bioucas-Dias. You're all welcome to attend (Zoom).
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@mariotelfig
Mario Figueiredo
5 years
Loved the episode of @seanmcarroll 's great podcast (Mindscape) with @wyntonmarsalis . WM tells this story of Dizzy Gillespie asking Louis Armstrong “Pops, why you always looking up high? What are you looking for?” Pops told him, “I don’t know brother Diz, but I always find it.”
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@mariotelfig
Mario Figueiredo
4 years
Found this in a book yesterday. Was it that long ago that I wrote "Gaussian" on a punch card?
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@mariotelfig
Mario Figueiredo
4 months
Reading @erikphoel 's book, The World Behind the World: Consciousness, Free Will, and the Limits of Consciousness", with the help of another consciousness.
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@mariotelfig
Mario Figueiredo
4 years
Something is wrong in today's academic AI/ML. "LeCun, who also has a professorship at NYU, agreed times have changed, noting that as professors, "we would not admit ourselves in our own PhD programs.""
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@mariotelfig
Mario Figueiredo
5 years
Finally, it's officially published:
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@mariotelfig
Mario Figueiredo
11 months
@pmddomingos Physics gave us transistors, from which all modern electronics descends, and optical fibers, the backbone of all modern communications. Even considering only the post WW2 contributions, the ROI of physics is huge!
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@mariotelfig
Mario Figueiredo
6 months
Congratulations, @CevherLIONS , highly dserved.
@EPFLEngineering
EPFL School of Engineering
6 months
Congratulations to @CevherLIONS , who has been named an @IEEEorg Fellow - the organization's highest honor - for his contributions to model-based signal processing and semi-definite programming!
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Mario Figueiredo
2 years
@mjoanasa @istecnico Joana, muito interessante e relevante discussão. Muitas pessoas no IST dão um peso exagerado à avaliação e a uma suposta "exigência". Devemos ser mais regador e menos funil. Isto lembrou-me um texto muito interessante do David MacKay:
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@mariotelfig
Mario Figueiredo
2 years
Next Thursday, we very happy to host @tomgoldsteincs talking about "Building (and breaking) neural networks that think fast and slow", at the MPML seminar series, @istecnico . More details (including Zoom link) at @LUMLIS1
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@mariotelfig
Mario Figueiredo
3 years
Just finished reading Andreas Wagner's most recent book. It's hard to summarize, but it's about how essential diversity is, from physics, biochemistry, biology to human creativity. Highly recommend.
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Mario Figueiredo
2 years
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Mario Figueiredo
4 years
@michael_nielsen I guess a LaTeX-generated picture is cheating, but I like this one-line proof of Cauchy-Schwarz (which I learned from Jean-Baptiste Hiriart-Urruty):
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@mariotelfig
Mario Figueiredo
1 year
Congratulations @andre_t_martins ! An outstanding achievement that makes @istecnico , @itnewspt , @ULisboa_ , and Portugal very proud of you!
@andre_t_martins
Andre Martins
1 year
I'm delighted to announce that I have been awarded an @ERC_Research Consolidator Grant for the project DECOLLAGE (DEep COgnition Learning for LAnguage GEneration). I'm now looking for highly motivated PhD students and post-docs to join me in Lisbon to work on this project :)
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Mario Figueiredo
2 years
@EricTopol @OurWorldInData Some countries with a high share of Omicron seem to be already returning from the peak.
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@mariotelfig
Mario Figueiredo
1 year
In Tübingen, for @CLeaR_2022 (actually, 2023).
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@mariotelfig
Mario Figueiredo
10 months
@docmilanfar @ddonoho11 It is a beautiful paper. I recommend it many times. I also love this one, by David Mumford: "The Dawning of the Age of Stochasticity".
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@mariotelfig
Mario Figueiredo
4 years
Hot off the press, paper with Marek Śmieja and Łukasz Struski (from Jagiellonian University, Kraków, Poland).
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@mariotelfig
Mario Figueiredo
4 years
Excellent video about exponential growth for those who are not very familiar with the the corresponding math. For my more tech/math knowledgeable friends, I also recommend it as excellent from a pedagogical perspective.
@3blue1brown
Grant Sanderson
4 years
With recorded COVID-19 cases (outside china) so eerily matching an exponential, I couldn't resist making a primer on exponential/logistic growth. At least 3 counterintuitive things about this kind of growth seem worth putting into the discussion.
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