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A Geometric Perspective on Robustness in Vision Transformers [R]

BACKGROUND
1 SIGNALFIRST DETECTED 11 May 2026
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11 May
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Other feeds and industry voices
23 Mar
[N] Understanding & Fine-tuning Vision Transformers

<!-- SC_OFF --><div class="md"><p>A neat blog post with excellent visuals introducing ViTs from the ground up. The post covers: </p> <ul> <li>Patch embedding</li> <li>Positional

OPINION · HOW · MachineLearningOPEN STORY
24 Mar
Rethinking positional encoding as a geometric constraint rather than a signal injection

<!-- SC_OFF --><div class="md"><p>We've been exploring an alternative framing of positional encoding where instead of additively injecting position signals into token embeddings,

OPINION · WHERE · LocalLLaMAOPEN STORY
28 Apr
We mathematically proved that standard ERM guarantees a geometric blind spot, and why PGD makes it worse. Here is the mechanics of why it happens.

<!-- SC_OFF --><div class="md"><p><strong>Paper:</strong> <a href="https://arxiv.org/abs/2604.21395v2"><strong>https://arxiv.org/abs/2604.21395v2</strong></a></p> <p>For years,

OPINION · WHAT · ArtificialInteligenceOPEN STORY
26 Apr
Can Geometric Deep Learning lead eliminate the need of "Brute Force" pre-training [D]

<!-- SC_OFF --><div class="md"><p>I’ve been reading about Geometric Deep Learning lately (the whole grids, graphs, groups, manifolds idea), and something clicked that i wanted to

OPINION · WHAT · MachineLearningOPEN STORY
16 May
Made and Published a Paper Comparing Analysis of CNN and Vision Transformer Architectures for Brain Tumor Detection [R]

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1texa4d/made_and_published_a_paper_comparing_analysis_of/"> <img alt="Made and Published a Paper

OPINION · WHAT · MachineLearningOPEN STORY
1 Jul
Hamiltonian Neural Networks from a Differential Geometry Perspective [D]

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1ukzdnj/hamiltonian_neural_networks_from_a_differential/"> <img alt="Hamiltonian Neural Networks from a

OPINION · WHAT · MachineLearningOPEN STORY
13 Apr
Thinking Deeper, Not Longer: Depth-Recurrent Transformers for Compositional Generalization [R]

<!-- SC_OFF --><div class="md"><p>Paper:</p> <p><a href="https://arxiv.org/abs/2603.21676">https://arxiv.org/abs/2603.21676</a></p> <p>I found this interesting as another

OPINION · WHAT · MachineLearningOPEN STORY
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