Krause Synchronization Transformers | ScienceToStartup | ScienceToStartup

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References (77)

[1]

DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models

2025DeepSeek-AI, A. Liu et al.

[2]

The Mean-Field Dynamics of Transformers

2025Philippe Rigollet

[3]

Transformers as Intrinsic Optimizers: Forward Inference through the Energy Principle

Founder's Pitch

"Krause Synchronization Transformers offer a scalable alternative to traditional self-attention by reducing runtime complexity and preventing representation collapse."

Attention Mechanisms•Score: 7•View PDF ↗

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Krause Synchronization Transformers

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References (77)

Founder's Pitch

"Krause Synchronization Transformers offer a scalable alternative to traditional self-attention by reducing runtime complexity and preventing representation collapse."

Commercial Viability Breakdown

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Why It Matters

Product Angle

Disruption

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Krause Synchronization Transformers

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References (77)

Founder's Pitch

"Krause Synchronization Transformers offer a scalable alternative to traditional self-attention by reducing runtime complexity and preventing representation collapse."

Commercial Viability Breakdown

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