Working across modalities, domains, or models?

Representation Alignment Compass (zenodo.org/records/2209...) turns a fast-changing method landscape into a stable design map for alignment decisions, comparison, & cumulative learning.

#RepresentationLearning #MachineLearning #AIResearch #AcademicSky

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

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

1/n
#CardiacMRI #ImplicitNeuralRepresentations #RepresentationLearning

#ICML2026 #MachineLearning #MultimodalLearning #RepresentationLearning #OptimalTransport #VisionLanguage #Alignment

🧠✨ 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

SGERA aligns ECG signals and clinical reports using Stein-guided latent-space learning, improving zero-shot classification, linear probing, and transfer learning across public ECG datasets. #AI #MachineLearning #ECG #MedicalAI #RepresentationLearning icml.cc/virtual/2026...

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

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

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

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

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

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

Equation: Early+Mid+Late > Last-Layer Only 🧠
Fuse logits+states; rank tokens; verify steps; audit drift; calibrate outputs; cut hallucinations 🛠️ - GLCND.IO
Explore → https://glcnd.io/enhancing-llm-accuracy-by-leveraging-all-layers/
#AI #LLMs #RepresentationLearning

Beyond metric preservation: build symplectic structural invariance into representation.

arxiv.org/abs/2512.19409

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

After #LunchBreak #FGML2021 will continue with
@laurent_besacie: #SelfSupervised #RepresentationLearning for Pre-training #SpeechSystems
#GérardBiau: Some Theoretical Insights into #Wasserstein #GANs
@KatharinaJutta Morik: Trustworthy #MachineLearning — The #CareLabel Approach

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