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Matheus Gadelha

@gadelha.bsky.social
1.5K followers 312 following 93 posts

Research Scientist at Adobe Research. ML/3D/Graphics. mgadelha.me

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Matheus Gadelha @gadelha.bsky.social · 10/10/2026
Thanks for the translation -- this is a must read!!
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Matheus Gadelha @gadelha.bsky.social · 18/08/2026
Wonderful news!! Congrats!
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Gautam Kamath @gautamkamath.com · 18/08/2026
Obviously this doesn't scale, but I chose to send this junior researcher a (hopefully polite) email with some of my thoughts (written hastily in 30 minutes, not polished). More practicing mathematicians & researchers should advocate for the culture they want, so here's my bit.
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Matheus Gadelha @gadelha.bsky.social · 05/08/2026
I think I've never seen an instance of else being used instead of otherwise? Is this a tiktok thing? Actually the only way I clearly remember else being used in natural language is in a menacing tone; e.g. "You better do XYZ, or else!!"
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Christian Wolf @chriswolfvision.bsky.social · 04/08/2026
Rebuttals and discussions need to be reduced an extreme minimal length. CVPR style, 1 single PDF page. No discussion. Else, human ACs and reviewers will have a disadvantage compared to the world of agents out there now.
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Shriram Krishnamurthi @shriram.bsky.social · 28/07/2026
0/ At the AIMCS (AI for Math and CS) workshop at FLoC 2026, @swarat.bsky.social ran a really fun panel on "How should the Formal Methods community respond to AI progress?" He put a lot of thought into very good questions, so here are my answers to them: ↵
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Yining Karl Li @yiningkarlli.bsky.social · 14/07/2026
Woah, almost all of EGSR 2026 was recorded, and they posted it all to Youtube. Wow! Big props to the conference organizers for doing this! www.youtube.com/@egsr2026/pl...
youtube.com
EGSR 2026
The 37th Eurographics Symposium on Rendering (EGSR 2026), Bordeaux (France).
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ICML Conference @icmlconf.bsky.social · 10/07/2026
We appreciate the love ❤️ But limited engagement and few followers on Bsky makes some (not us!) question whether it's worth it Be sure to follow (and share with your ML friends!) if you want to see more updates from ICML!
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Gabriel Peyré @gabrielpeyre.bsky.social · 02/07/2026
Slides for an introductory talk on IA for maths. speakerdeck.com/gpeyre/ia-fo...
speakerdeck.com
IA for theory
Slide for an introduction talk on IA for maths.
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Matheus Gadelha @gadelha.bsky.social · 08/06/2026
Fully agreed!!
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Matheus Gadelha @gadelha.bsky.social · 24/03/2026
This work was led by our amazing intern Oindrila Saha (UMass Amherst -- now at Adobe!), with Vojtech Krs, Radomir Mech, Kevin Blackburn-Matzen, and Subhransu Maji (UMass Amherst). #ICLR2026 #ImageGeneration #ComputerVision
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Matheus Gadelha @gadelha.bsky.social · 24/03/2026
To train and evaluate at this scale, we introduce SIGMA-Set27K: a synthetic dataset with 100k+ unique subjects across 27k images, providing identity, structure, and spatial annotations. Training data at this level of annotation density did not previously exist for this task.
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Matheus Gadelha @gadelha.bsky.social · 24/03/2026
The framework also supports single- and multi-subject insertion in one pass, subject reposing, free-form masks not seen during training, and mixing different granularity levels in a single generation.
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Matheus Gadelha @gadelha.bsky.social · 24/03/2026
Subject identity is preserved while style varies freely via text. The same objects can be re-lit, re-stylized, or reposed without losing their appearance.
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Matheus Gadelha @gadelha.bsky.social · 24/03/2026
SIGMA-Gen also accepts spatial guidance at varying levels of precision — coarse 2D bounding boxes, 3D boxes, or pixel-level segmentation masks and depth maps — with a single model. You provide as much structure as you have; the model fills the rest.
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Matheus Gadelha @gadelha.bsky.social · 24/03/2026
The key challenge: placing multiple specific subjects in one scene while preserving each identity. Prior methods handle subjects independently or lose fidelity at compositing time. SIGMA-Gen does this in a single forward pass. Project page: oindrilasaha.github.io/SIGMA-Gen/
arxiv.org
SIGMA-GEN: Structure and Identity Guided Multi-subject Assembly for Image Generation
We present SIGMA-GEN, a unified framework for multi-identity preserving image generation. Unlike prior approaches, SIGMA-GEN is the first to enable single-pass multi-subject identity-preserved generat...
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Matheus Gadelha @gadelha.bsky.social · 24/03/2026
Text-to-image models are remarkable at generation, but they end up deciding on their own what goes where. If you need specific subjects in a specific arrangement, you are left writing prompts and sampling until something usable appears. SIGMA-Gen, our new ICLR 2026 paper, tries to change that.
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Matheus Gadelha @gadelha.bsky.social · 15/03/2026
I am very likely guilty of this myself, but I agree and really appreciate your take!
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Matheus Gadelha @gadelha.bsky.social · 04/03/2026
PSA (this sounds like something pretty important that I should know but could have lived the rest of my life in shame without ever learning it)
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Igor Gilitschenski @igilitschenski.bsky.social · 13/02/2026
🚀 Excited to share REPPO, a new on-policy RL agent! TL;DR: Replace PPO with REPPO for fewer hyperparameter headaches and more robust training. REPPO, led by @cvoelcker.bsky.social, will be presented at ICLR 2026. How does it work? 🧵👇
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Matheus Gadelha @gadelha.bsky.social · 09/01/2026
Great resource! This is specially important for people starting their research careers. Getting to know different research communities is really important! Technical insight is crucial, but science is ultimately a social endeavor -- understanding and communicating to your peers is key.
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Aaron Hertzmann @aaronhertzmann.com · 26/11/2025
As we in the US gather with our families this weekend, it's a good time to consider the ways that technology brings us together—but also keeps us apart. In this blog post, I tell a story about how technology may have tended to increase social isolation. aaronhertzmann.com/2025/10/26/i...
aaronhertzmann.com
Technology and Social Isolation: From Cars to “AI”
In this blog post, I tell a story of how some technologies from the past century or so have, overall, led to increased social isolation in the United States, as we replaced in-person social interactio...
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Alexander Doria @dorialexander.bsky.social · 10/11/2025
Breaking: we release a fully synthetic generalist dataset for pretraining, SYNTH and two new SOTA reasoning models exclusively trained on it. Despite having seen only 200 billion tokens, Baguettotron is currently best-in-class in its size range. pleias.fr/blog/blogsyn...
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Matheus Gadelha @gadelha.bsky.social · 23/10/2025
Session this afternoon (in 30 minutes)!! Poster 153 — see you there!
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David Picard @davidpicard.eurosky.social · 27/06/2025
I wrote a notebook for a lecture/exercice on image generation with flow matching. The idea is to use FM to render images composed of simple shapes using their attributes (type, size, color, etc). Not super useful but fun and easy to train! colab.research.google.com/drive/16GJyb... Comments welcome!
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Matheus Gadelha @gadelha.bsky.social · 20/06/2025
Oh nvm I read “our ICCV paper…” haha
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Matheus Gadelha @gadelha.bsky.social · 20/06/2025
Are the results out? I see nothing in OpenReview :-(
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Matheus Gadelha @gadelha.bsky.social · 11/06/2025
For folks attending CVPR: is there a website where I can see the list of workshops, their location AND time? Day and time are empty when I access cvpr.thecvf.com/Conferences/...
cvpr.thecvf.com
CVPR 2025 Workshop List
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Matheus Gadelha @gadelha.bsky.social · 09/06/2025
I will be in Nashville until Saturday for CVPR'25 \o/ DM if you want to meet!
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Élie Michel @elie-michel.bsky.social · 19/05/2025
🏅Honored to have been awarded at #Eurographics25 for our paper on #LipschitzPruning to speed-up SDF rendering! 👉 The paper's page: wbrbr.org/publications... Congrats to @wbrbr.bsky.social, M. Sanchez, @axelparis.bsky.social, T. Lambert, @tamyboubekeur.bsky.social, M. Paulin and T. Thonat!
Wilhem receiving the award on stage
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Matheus Gadelha @gadelha.bsky.social · 14/05/2025
I usually write a python script that prints some .npy file as tex a .tex table. It is also useful as an easy way to share results throughout the project, so I consider this as part of the codebase. I heard that people that are more serious about such practice use smth like github.com/JelteF/PyLaTeX
github.com
GitHub - JelteF/PyLaTeX: A Python library for creating LaTeX files
A Python library for creating LaTeX files. Contribute to JelteF/PyLaTeX development by creating an account on GitHub.
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Matheus Gadelha @gadelha.bsky.social · 14/05/2025
Comecei a fazer por causa disso e por causa do vim, mas até no overleaf é vantagem
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Matheus Gadelha @gadelha.bsky.social · 14/05/2025
Eu n uso pra coisas que faço sozinho (anotações, apresentações, etc). Mas pra trabalho colaborativo é meio q obrigatório. Estudantes vão entrar em revolta se vc usar git hahaha
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Matheus Gadelha @gadelha.bsky.social · 14/05/2025
NeurIPS and SIGGRAPH Asia deadline are coming. Make your life easier: read this thread.
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Matheus Gadelha @gadelha.bsky.social · 28/04/2025
Let's gooo!!! \o/ Probably my first time visiting Brazil for professional reasons :-)
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Matheus Gadelha @gadelha.bsky.social · 15/04/2025
What features did you find particularly useful? I liked asking questions about the code base and the tab completion seems nice, but I've been getting unhelpful suggestions for all the "agentic" stuff.
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#CVPR2026 @cvprconference.bsky.social · 27/02/2025
By popular demand, we are extending #CVPR2025 coverage to Bluesky. Stay tuned!
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Angjoo Kanazawa @akanazawa.bsky.social · 24/02/2025
Exciting news! MegaSAM code is out🔥 & the updated Shape of Motion results with MegaSAM are really impressive! A year ago I didn't think we could make any progress on these videos: shape-of-motion.github.io/results.html Huge congrats to everyone involved and the community 🎉
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Matheus Gadelha @gadelha.bsky.social · 23/02/2025
*it
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Matheus Gadelha @gadelha.bsky.social · 23/02/2025
I understand the sentiment, but it is important for people to know that is currently does not reflect reviewer guidelines at CVPR: cvpr.thecvf.com/Conferences/... “(…) you should include specific feedback on ways the authors can improve their papers.”
cvpr.thecvf.com
2025 Reviewer Guidelines
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Matheus Gadelha @gadelha.bsky.social · 21/02/2025
But is Meta indeed cancelling professional fact checking worldwide? Their response to the Brazilian supreme court inquiry said the dismissal of professional fact checking was exclusive to the US
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Qianqian Wang @qianqianwang.bsky.social · 18/02/2025
Late to post, but excited to introduce CUT3R! An online 3D reasoning framework for many 3D tasks directly from just RGB. For static or dynamic scenes. Video or image collections, all in one! Project Page: cut3r.github.io Code and Model: github.com/CUT3R/CUT3R
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Matheus Gadelha @gadelha.bsky.social · 18/02/2025
Those plots are so cool! \o/
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Matheus Gadelha @gadelha.bsky.social · 13/02/2025
It’s a plugin for neovim that has some stuff similar to cursor; it is open source and you can configure it to use the model of your choice
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Matheus Gadelha @gadelha.bsky.social · 13/02/2025
I am using Avante + vim and I am pretty happy about it
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Harry Thasarathan @hthasarathan.bsky.social · 07/02/2025
🌌🛰️🔭Wanna know which features are universal vs unique in your models and how to find them? Excited to share our preprint: "Universal Sparse Autoencoders: Interpretable Cross-Model Concept Alignment"! arxiv.org/abs/2502.03714 (1/9)
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Aaron Hertzmann @aaronhertzmann.com · 06/02/2025
New paper about pictures: I identify trends in geometric perspective in my own drawings and photos, and compare them to how the original scenes looked. I discuss what these trends might say about art history and vision science. Published in _Art & Perception_. #visionscience psyarxiv.com/pq8nb
psyarxiv.com
OSF
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Andrea Tagliasacchi @taiyasaki.bsky.social · 05/02/2025
"𝐑𝐚𝐝𝐢𝐚𝐧𝐭 𝐅𝐨𝐚𝐦: Real-Time Differentiable Ray Tracing" A mesh-based 3D represention for training radiance fields from collections of images. radfoam.github.io arxiv.org/abs/2502.01157 Project co-lead by my PhD students Shrisudhan Govindarajan and Daniel Rebain, and w/ co-advisor Kwang Moo Yi
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Matheus Gadelha @gadelha.bsky.social · 03/02/2025
It would be nice to mention someone and have them receive an e-mail with a subject like "You (Reviewer HjKl) were mentioned in a discussion for Paper 447809 in OpenReview"
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Matheus Gadelha @gadelha.bsky.social · 03/02/2025
#CVPR2025 Is there any way in OpenReview to "mention" a reviewer in a discussion? I think reviewers get the e-mail with whatever message gets posted in the discussion that is sent to them, but they have no idea if Reviewer HjKl is them or someone else...
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