Deterministic Perception Systems
LeMay Research Division
LeMay Publishing
WHITEPAPERS
Deterministic Perception Systems
Technology8,355 words40 chapters
Published by LeMay Publishing. 8,355 words across 40 chapters.
About This Publication
Technical whitepaper on GIR and the architecture of certified machine perception without probabilistic inference.
Published by LeMay Publishing, a division of LeMay. Massachusetts.
ISBN: 979-8-0000-5085-9
Chapters
1DETERMINISTIC PERCEPTION SYSTEMS
2Guaranteed Inference Resolution and the Architecture of Certified Machine Perception Without Probabilistic Inference
3TABLE OF CONTENTS
4FOREWORD
5On the Necessity of Certainty
6SECTION 1
7Introduction: The Crisis of Probabilistic Perception
8SECTION 2
9Definitions and First Principles: Deterministic Perception Defined
10SECTION 3
11Guaranteed Inference Resolution: Architecture and Formal Specification
12SECTION 4
13The GIR Perception Pipeline: From Sensor Input to Certified Output
14SECTION 5
15Formal Verification Methods for Perception Subsystems
16SECTION 6
17Lattice-Theoretic Foundations of Deterministic Classification
18SECTION 7
19Elimination of Bayesian Dependence in Sensor Fusion
20SECTION 8
21Temporal Coherence and Deterministic State Tracking
22SECTION 9
23Case Architecture: GIR in Safety-Critical Domains
24SECTION 10
25Adversarial Robustness Under Deterministic Constraints
26SECTION 11
27Performance Boundaries and Computational Complexity
28SECTION 12
29Comparison with Probabilistic Baselines
30SECTION 13
31Implementation Considerations and Engineering Constraints
32SECTION 14
33Future Directions and Open Problems
34SECTION 15
35Conclusion: The Architecture of Certainty
36REFERENCES
37APPENDIX A
38Formal Notation and Symbol Table
39APPENDIX B
40Proof Sketches for Core Theorems