#Emotion #Attraction #Repulsion
#Emotional #Compass
#Riemannian #Geometry
#Graphical #Expression
#Hypergeometry
#Pulsation #Expansion #Contraction
#Balance #Surrender #Control
#Respiration #Inflation #Deflation
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Generalized Tangent Kernel: A Unified Geometric Foundation for Natural Gradient and Standard Gradien...

New #TMLR-Paper-with-Video:

Generalized Tangent Kernel: A Unified Geometric Foundation for Natural Gradient and Standard Gradien...

Qinxun Bai, Steven Rosenberg, Wei Xu

https://tmlr.infinite-conf.org/paper_pages/HOnL5hjaIt

#gradients #gradient #riemannian

GyroBN: New Riemannian Batch Normalization Method for Manifold Data

GyroBN introduces a Riemannian batch‑normalization framework for manifolds based on gyro‑group theory, and the implementation is publicly released on GitHub. Read more: getnews.me/gyrobn-new-riemannian-ba... #gyrobn #riemannian #manifold

Riemannian Optimization Advances Euclidean Distance Matrix Completion

Riemannian gradient descent can recover Euclidean configurations from partial distances, with linear convergence if sampling probability p ≥ O(ν² r² log n / n). getnews.me/riemannian-optimization-... #riemannian #edmc #matrixcompletion

Classification of Mental Workload Spatial Effects using Riemannian Manifold | Next-generation neural computations This study investigates the use of Riemannian geometry to classify mental workload from an EEG dataset collected in an aeronautical context. The analysis, based on EEG data recorded from 16 participan...

👉 Classification of Mental Workload 🥵 Spatial Effects using Riemannian Manifold 🫓

laurentperrinet.github.io/publication/...

@univ-amu.fr @cnrs.fr @cnrs-dr12.bsky.social @cnrsbiologie.bsky.social - @onera.bsky.social

#CCN2025 #Mental #Workload #MentalWorkload #Riemannian #Manifold

Hide & Seek: Transformer Symmetries Obscure Sharpness & Riemannian Geometry Finds It The concept of sharpness has been successfully applied to traditional architectures like MLPs and CNNs to predict their generalization. For transformers, however, recent work reported weak correlation...

[8/8] 📖
"Hide & Seek: Transformer Symmetries Obscure Sharpness & Riemannian Geometry Finds It"
🎓 Marvin F. da Silva, Felix Dangel, and Sageev Oore
🔗 arxiv.org/abs/2505.05409

Questions/comments? 👇we'd love to hear from you!
#ICML2025 #ML #Transformers #Riemannian #Geometry #DeepLearning #Symmetry

Generalized Tangent Kernel: A Unified Geometric Foundation for Natural Gradient and Standard Grad...

Qinxun Bai, Steven Rosenberg, Wei Xu

Action editor: Bamdev Mishra

https://openreview.net/forum?id=HOnL5hjaIt

#gradients #gradient #riemannian

Geometry-Aware visualization of high dimensional Symmetric Positive Definite matrices

Thibault de Surrel, Sylvain Chevallier, Fabien Lotte, Florian Yger

Action editor: Bamdev Mishra

https://openreview.net/forum?id=DYCSRf3vby

#curvature #riemannian #multidimensional

A general framework of Riemannian adaptive optimization methods with a convergence analysis

Hiroyuki Sakai, Hideaki Iiduka

Action editor: Stephen Becker

https://openreview.net/forum?id=knv4lQFVoE

#riemannian #optimization #submanifolds

New #Reproducibility Certification:

A general framework of Riemannian adaptive optimization methods with a convergence analysis

Hiroyuki Sakai, Hideaki Iiduka

https://openreview.net/forum?id=knv4lQFVoE

#riemannian #optimization #submanifolds