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Rethinking positional encoding as a geometric constraint rather than a signal in

BACKGROUND
1 SIGNALFIRST DETECTED 24 March 2026
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27 Apr
Alignment Makes Models More Decisive Without Making Them More Truthful

<!-- SC_OFF --><div class="md"><p>&#x200b;</p> <p>## Abstract</p> <p>Post-training makes language models more decisive without necessarily making them more accurate — and we find

OPINION · HOW · ArtificialInteligenceOPEN STORY
11 May
A Geometric Perspective on Robustness in Vision Transformers [R]

<!-- SC_OFF --><div class="md"><p>Hi everyone! I'm sharing a paper I've been working on that investigates how different positional encoding schemes (learned absolute, sinusoidal,

OPINION · HOW · MachineLearningOPEN STORY
9 Aug
I never understood positional encoding until I read this article. [D]

<table> <tr><td> <a href="https://www.reddit.com/r/MachineLearning/comments/1vju3ym/i_never_understood_positional_encoding_until_i/"> <img alt="I never understood positional

OPINION · WHAT · MachineLearningOPEN 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
18 Sept
[2607.11666] How to Tame Grokking: Representation Geometry as a Control Signal

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1wjnr7d/260711666_how_to_tame_grokking_representation/"> <img alt="[2607.11666] How to Tame Grokking:

OPINION · HOW · LocalLLaMAOPEN 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
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