Big congratulations to all authors! 🚀

#ICLR2026 #MachineLearning #AIResearch #RepresentationLearning #InformationRetrieval #DenseRetrieval #SelfSupervisedLearning #LanguageModels #NLP #UKPLab #ICLR2026

@cmu.edu @tencent.bsky.social @tuda.bsky.social @cs-tudarmstadt.bsky.social @microsoft.com

TICON: A Slide-Level Tile Contextualizer for Histopathology Representation Learning
Dimitris Samaras, Joel Saltz et al.
Paper
Details
#Histopathology #MedicalImaging #RepresentationLearning

Symplectic Reservoir Representation of Legendre Dynamics Modern learning systems act on internal representations of data, yet how these representations encode underlying physical or statistical structure is often left implicit. In physics, conservation laws...

Beyond metric preservation: build symplectic structural invariance into representation.

arxiv.org/abs/2512.19409

#ReservoirComputing #RepresentationLearning #InformationGeometry #SymplecticGeometry #HamiltonianDynamics #GeometricDeepLearning #DynamicalSystems #PhysicsInformedML

sqIRL (Interpretable Representation Learning) | LinkedIn sqIRL (Interpretable Representation Learning) | 23 followers on LinkedIn. We are "squIRreL", the Interpretable Representation Learning Lab based at IDLab - University of Antwerp & imec. ...

We just launched a #linkedin page. Please help us spread the word and share it with people that might be interested.
linkedin.com/company/sqir...

#RepresentationLearning #interpretability #explainability #XAI #mechinterp #AI #ML #sqIRL #ComputerVision #HSI #IDLab #UAntwerp

In a new study published in The Journal of Finance and Data Science, a team of Australian researchers explored whether graph representation learning could improve the accuracy of match suggestions in these scenarios.
#RepresentationLearning
Details: doi.org/10.1016/j.jfds.2025.100170

Result 1: By independently modelling each sensor & then fusing them with a #transformer, our approach is not only powerful but also easily extendable to new data sources.

#DeepLearning #GeoAI #SpatioTemporalModelling #representationLearning #FoundationModels

A geometric link: Convexity may bridge human & machine intelligence https://phys.org/news/2025-07-geometric-link-convexity-bridge-human.html On convex decision regions in deep network representations https://www.nature.com/articles/s41467-025-60809-y Convexity (algebraic geometry) https://en.wikipedia.org/wiki/Convexity_(algebraic_geometry) #ML #Representation Learning #convexity #AbstractAlgebra #DeepLearning

Geometric link: Convexity may bridge human & machine intelligence
phys.org/news/2025-07...

On convex decision regions in deep network representations
www.nature.com/articles/s41...

Convexity (algebraic geometry)
en.wikipedia.org/wiki/Convexi...

#ML #RepresentationLearning #convexity #DeepLearning

🧠✨ Join us for LAMINR: Learning and Aligning Manifolds of Single-Neuron Invariances — uncover the geometry of thought through implicit neural representations!

📅 Mon, Jun 16 @ 18:00 CET
🔗 Zoom | PW: 314159
🎙️ Part of the #NeurReps Global Seminar Series
#AI #Neuroscience #RepresentationLearning

#ISMRM 2025 took place this week, and here is a brief recap of our PhD students' presentations.

1/n
#CardiacMRI #ImplicitNeuralRepresentations #RepresentationLearning

Robot Learning: Goal-Condition Panning YouTube video by Montreal Robotics

#reinforcementlearning #deeplearning #representationlearning
Lecture: youtu.be/-ZchWqayPR8

Recent work published by the #sqIRL Lab on the training of competitive deeper Forward-Forward Networks. #FF #localLearning #ML #RepresentationLearning