The Geometric Inductive Bias of Grokking: Bypassing Phase Transitions via Architectural Topology | ScienceToStartup | ScienceToStartup

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References (13)

[1]

Emergent Analogical Reasoning in Transformers

2026Gouki Minegishi, Jingyuan Feng et al.

[2]

Provable Benefits of Sinusoidal Activation for Modular Addition

2025Tianlong Huang, Zhiyuan Li

[3]

PENGUIN: Enhancing Transformer with Periodic-Nested Group Attention for Long-term Time Series Forecasting

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"Explore a novel approach to modify Transformer architectures to accelerate training by enforcing geometric constraints."

Transformers•Score: 5•View PDF ↗

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The Geometric Inductive Bias of Grokking: Bypassing Phase Transitions via Architectural Topology

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The Geometric Inductive Bias of Grokking: Bypassing Phase Transitions via Architectural Topology

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References (13)

Founder's Pitch

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