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MPAI-NNT V1.0 Technical Specification
MPAI-NNW V1.0 Technical Specification MPAI-NNW Reference Software V1.2 Reference Software code |
Neural Network Watermarking (MPAI-NNW) is an MPAI project developing Technical Specifications on the application of Watermarking, Fingerprinting, and other content management technologies to Neural Networks.
| Watch video recording of NNT online presentation (YouTube, WimTV) | Read NNT PowerPoint presentation. |
| Watch video recording of NNW online presentation (YouTube, WimTV) | Read NNW PowerPoint presentation. |
| Watch video recording of NNW Reference SW online presentation (YouTube, WimTV) | Read NNW Reference SW PowerPoint presentation. |
What MPAI-NNW is about
Neural Network Watermarking (MPAI-NNW) is an MPAI project developing Technical Reports and Specifications on the application of Watermarking and other content management technologies to Neural Networks. Technical Specification: Neural Network Watermarking (MPAI-NNW) V1.0 provides the means to establish a standard setting to measure the performance of a Watermarked Neural Network.
Technical Specification: Neural Network Watermarking (MPAI-NNW) V1.0 provides the means to measure, for a given size of the watermarking payload, the ability of the watermark:
- Inserter to inject a payload without deteriorating the NN performance.
- Detector to recognise the presence and decoder to successfully retrieve the payload of the inserted watermark.
- Inserter to inject a payload and detector/decoder to detect/decode a payload from a watermarked model or from any of its inferences at a measured computational cost.
Technical Specification – Neural Network Traceability (MPAI-NNT) V1.0 (pdf)
MPAI thanks those who have contributed to the development of MPAI-NNT V1.0: Alessandro Carra, Carl de Sousa, Mihai Mitrea.
Technical-Specification-Neural-Network-Watermarking-MPAI-NNW-V1.0 (pdf)
- Download the Technical Specification – MPAI Metaverse Model – Architecture) V1.1. (pdf)
- Download the Reference Software Specification: Neural Network Watermarking V1.2 (pdf)
MPAI thanks those who have contributed to the development of MPAI-NNW V1.0: Alessandro Carra, Carl de Sousa, Mihai Mitrea.
MPAI-NNW Reference Software V1.2
Reference Software Specification: Neural Network Watermarking (MPAI-NNW) V1 (pdf) and Reference SW
MPAI thanks those who have contributed to the development of MPAI-NNW Reference Software V1.2: Alessandro Carra, Carl de Sousa, Mihai Mitrea.
MPAI-NNW Reference Software V1.2
MPAI is indebted to the following individuals for their contributions to the development of MPAI-NNW Reference Software V1.2
- Alessandro Carra, Carl de Sousa Trias, Gérard Chollet, and Mihai Mitrea.
Here are technical documents relevant to MPAI-NNW:
- MPAI NNW Call for Technologies (closed)
- MPAI-NNW Use Cases and Functional Requirements
- MPAI-NNW Template for responses
MPAI appreciates the work carried out by Alessandro Carra, Mihai Mitrea and Carl de Sousa Trias in the development of Reference Software Specification: Neural Network Watermarking (MPAI-NNW) V1.2.
Other relevant documents are:
MPAI-NNW standard
Users of MPAI standards should bear in mind the Notices and Disclaimers concerning use of MPAI Standards.
| Version 1 | Technical Specification | Reference Software Specification | Reference SW |
| Version 1.1 | Reference Software Specification | Reference SW |
Visit the About MPAI-NNW page.
Contact the MPAI secretariat for more information.
