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Posts tagged #equivariance

Training Dynamics of Learning 3D-Rotational Equivariance

Max W Shen, Ewa Nowara, Michael Maser, Kyunghyun Cho

Action editor: Bamdev Mishra

https://openreview.net/forum?id=DLOIAW18W3

#equivariance #rotations #symmetry

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New #J2C Certification:

Training Dynamics of Learning 3D-Rotational Equivariance

Max W Shen, Ewa Nowara, Michael Maser, Kyunghyun Cho

https://openreview.net/forum?id=DLOIAW18W3

#equivariance #rotations #symmetry

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Does equivariance matter at scale?

Johann Brehmer, Sönke Behrends, Pim De Haan, Taco Cohen

Action editor: Marcus Brubaker

https://openreview.net/forum?id=wilNute8Tn

#models #equivariance #equivariant

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Platonic Transformers Add Geometric Equivariance to AI Models

Platonic Transformers Add Geometric Equivariance to AI Models

The Platonic Transformer embeds the symmetry groups of all five Platonic solids into attention, giving geometric equivariance while maintaining speed and memory. Read more: getnews.me/platonic-transformers-ad... #platonictransformer #equivariance

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ESCAPE: Equivariant Shape Completion via Anchor Point Encoding Shape completion, a crucial task in 3D computer vision, involves predicting and filling the missing regions of scanned or partially observed objects. Current methods expect known pose or canonical coo...

Our work introduces a transformer-based encoding with anchor points, enabling rotation-equivariant shape completion. We represent shapes using distances to anchors, ensuring robustness across varying object orientations.

arxiv.org/abs/2412.00952

#ShapeCompletion #Transformers #Equivariance #cvpr

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Join us today at #NeurIPS2024 for our poster presentation:

Higher-Rank Irreducible Cartesian Tensors for Equivariant Message Passing

🗓️ When: Wed, Dec 11, 11 a.m. – 2 p.m. PST
📍 Where: East Exhibit Hall A-C, Poster #4107

#MachineLearning #InteratomicPotentials #Equivariance #GraphNeuralNetworks

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I'm excited to share that our paper, "Boosting Sample Efficiency and Generalization in Multi-agent Reinforcement Learning via Equivariance," has been accepted to NeurIPS 2024! 🎉

#NeurIPS #MARL #AI #ReinforcementLearning #MachineLearning #Equivariance #GraphNeuralNetworks

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