Published February 12, 2026
| Version v1
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Neuromorphic Prompt Translation: Emotional Language Enables 20% Efficiency Gains in Video Diffusion Models
Description
Neuromorphic Prompt Translation (NPT) achieves 20% efficiency gains in video diffusion models through emotional language conditioning. 20% step reduction with LPIPS less than 0.02; 16% tighter embedding clusters; 23.9% file size reduction in controlled ablation; cross-model validation. Grounded in Modern Hopfield Networks and Energy-Based Models. Predates DeepSeek Engram by 27 days.
Files
NPT_Emotional_Prompting_Paper.md
Additional details
Related works
- Is supplemented by
- Software: https://github.com/Scottcjn/ram-coffers (URL)