
Radical Edward (he/him). PhD-ing @Harvard
Joined February 2024
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Eddie Berman retweeted
From 2D tracks to 3D tracks... what's next for video motion estimation? 🎬
Check out MoSE3, our new framework for dense, world-space SE(3) motion estimation from monocular video!
Beyond where points move, MoSE3 predicts how they move: full 6DoF transformations (rotation + translation) plus motion grouping, for rigid, articulated, and deformable objects.
The result is a structured, actionable motion representation for dynamic scenes. It could be useful for robot learning and manipulation.
Excited to share that MoSE3 was accepted as #NeurIPS2026 Spotlight!
MoSE3 estimates an SE(3) transform at every pixel from monocular video, all in a shared world coordinate frame and in a single forward pass. It captures rigid, articulated, and deformable motion.
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Eddie Berman retweeted
Excited to announce: In 2027 I'll join the UW Allen School (@UWCSE) in Seattle as tenure-track faculty in Computer Science!
My group will advance core geometry processing + 3D AI for visual computing, science, & engineering. I'll be recruiting PhD students in the next cycle!
Eddie Berman retweeted
I've been unsettled lately. Reading messages or papers feels like dissociating. Everything seems a bit alien, even if it's completely human. I've had a realization: When our simulations finally exited the Uncanny Valley, they brought the Uncanny with them. nsaphra.net/post/uncanny/
Eddie Berman retweeted
And here's a few places you can find us during the conference:
— Oral talk: @thisismadani with collaborators from NVIDIA and Microsoft Research: "FLIP2: Expanding Protein Fitness Landscape Benchmarks for Real-World Machine Learning Applications" (Tue, Jul 7 @ 10:15am, Hall D2)
— Workshop: Join @jeffruffolo, @AadyotB, and the Profluent team: "E1: Retrieval-Augmented Protein Encoder Models" (Sat, Jul 11 @ 2:25pm, Room S317)
— And our very own @park_jungy will be presenting work from his PhD: "Discovering Symmetry Groups with Flow Matching" (Wed, Jul 8 @ 5pm, Hall A #3010) and "Smoothness Errors in Dynamics Models and How to Avoid Them" (Thu, Jul 9 @ 2:30pm, Hall A #2200)
I'll be @icmlconf presenting our work Smoothness Errors in Dynamics Models and How to Avoid Them, with Luisa Li, @park_jungy , and @RobinSFWalters !!
Come see our poster #2200 , july 9th, 2:30 PM – 4:15 PM, hall A.
Links to paper, website, and code in thread!
In our work, we prove an approximation error lower bound to understand how these unitary layers can be overconstraining. We develop a constraint relaxation, and show that it excels for solving diffusive dynamics where smoothness is not preseved.
Eddie Berman retweeted
(1/8) Happy to share that our paper LieFlow has been accepted to #ICML2026.
Symmetry is a strong inductive bias in ML, but you have to know the symmetry in advance. Can a model discover it directly from data, for both discrete and continuous groups? 🧵
Eddie Berman retweeted
Replying to @bostonsymmetry
@bostonsymmetry is hosting a poster session (4-5:30pm) + social on Tuesday, June 9th, at Northeastern! All are welcome to come chat about geometry, symmetries, + AI!
Location: Raytheon Amphitheater, maps.app.goo.gl/oDZc3Rw7iN4q…
Register here: neu.co1.qualtrics.com/jfe/fo…
Eddie Berman retweeted
We’re hiring Research Scientist Interns at @reactorworld in SF to work on open problems in world modeling. Open to PhD students — you’ll have serious compute, mentorship from senior researchers, and our full support to publish at top venues. Application link below!
We are thrilled to announce the next conference in the TAG community— a collaborative conference brought to you by TAG-DS x Boston Symmetry Group— the 2026 Boston TAG-Party! Join us August 18-20 at Northeastern to rally behind “No AI without mathematical representation!”
Eddie Berman retweeted
Wrote a blog post about understanding DPPO, and observing its dynamics in a single-step 2D environment:
medium.com/@neelsortur/getti…
Eddie Berman retweeted
Symmetry in Neural Network Parameter Spaces
Bo Zhao, Robin Walters, Rose Yu.
Action editor: Jeffrey Pennington.
openreview.net/forum?id=jLpW…
#symmetry #symmetries #deep
Eddie Berman retweeted
AstroAI was present last week at #NeurIPS in San Diego. We brought 8 papers to the conference, had good tacos, and made great new friends! Remember, we are hiring! Get in touch at astroai.cfa.harvard.edu/
Eddie Berman retweeted
It's finally here! We've just released all of our COSMOS-Web images and catalogs, along with an interactive viewer where you can explore the data! Check it out at: cosmos2025.iap.fr/






















