Logan Matthew Napolitano

Research Publications

Research papers by Logan Matthew Napolitano on AI safety, transformer architectures, neural network monitoring, behavioral control, and alignment methods. Founder of Proprioceptive AI.

Publications

1. Predictive Behavioral Detection in Frozen Language Model Hidden States: Evidence for Pre-Surface Behavioral Encoding
   Logan Matthew Napolitano (2026)
   Preprint · DOI: 10.5281/zenodo.18701152
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2. Proprioceptive AI: Self-Compounding Behavioral Probes for Autonomous Model Improvement and Probe-Guided Compression
   Logan Matthew Napolitano (2026)
   Preprint · DOI: 10.5281/zenodo.18523713
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3. Consistency Is All You Need
   Logan Matthew Napolitano (2026)
   Preprint · DOI: 10.5281/zenodo.18489530
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4. Unified Behavioral Modulation in Large Language Models: Cross-Architecture Validation of Geometric Behavioral Subspaces
   Logan Matthew Napolitano (2026)
   Preprint · DOI: 10.5281/zenodo.18471775
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5. Multi-Head Behavioral Detection
   Logan Matthew Napolitano (2026)
   Preprint · DOI: 10.5281/zenodo.18459613
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6. Decode-Time Behavioral Control for Language Models via Per-Token Risk Prediction
   Logan Matthew Napolitano (2026)
   Preprint · DOI: 10.5281/zenodo.18367221
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7. ARC Complete Code Reference
   Logan Matthew Napolitano (2026)
   Preprint · DOI: 10.5281/zenodo.18362988
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8. Zenodo Record 18361799
   Logan Matthew Napolitano (2026)
   Preprint · DOI: 10.5281/zenodo.18361799
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9. Controlled Language Models: Inference-Time Control, Tokenization Engineering, and Reversible Optimization
   Logan Matthew Napolitano (2026)
   Preprint · DOI: 10.5281/zenodo.18344021
   PDF | Zenodo | DOI
10. Zenodo Record 18342792
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18342792
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11. Zenodo Record 18331052
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18331052
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12. Zenodo Record 18321616
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18321616
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13. Zenodo Record 18321445
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18321445
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14. Zenodo Record 18318475
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18318475
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15. Zenodo Record 18311070
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18311070
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16. Zenodo Record 18302997
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18302997
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17. Zenodo Record 18293515
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18293515
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18. Zenodo Record 18284613
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18284613
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19. Zenodo Record 18283527
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18283527
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20. Zenodo Record 18263769
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18263769
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21. Zenodo Record 18261999
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18261999
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22. A Symbolic Control Runtime for Consistency-Aware Reasoning with Transformer Backends
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18254824
    PDF | Zenodo | DOI
23. Reducing Self-Referential Gaming in Consistency-Aware Transformers by Grounding Control Signals in External Task Outcomes
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18249601
    PDF | Zenodo | DOI
24. From Explicit Holonomy to Latent Control Fields
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18249149
    PDF | Zenodo | DOI
25. The Holonomy Transformer: A Geometrically-Native Neural Architecture for Consistent Reasoning
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18247940
    PDF | Zenodo | DOI
26. The Holonomy Transformer: Original Formulation
    Logan Matthew Napolitano (2026)
    Preprint · DOI: 10.5281/zenodo.18247585
    PDF | Zenodo | DOI

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