Privacy Testing for Deep Learning
A micro-service reference test application for model extraction, cloud management, energy efficiency, power prediction, single- and multi-tier auto-scaling
General-purpose library for extracting interpretable models from Multi-Agent Reinforcement Learning systems
Analytic tableau based minimal model generator, model checker and theorem prover for first-order logic with modal extensions
MEME: Generating RNN Model Explanations via Model Extraction
📄 [Talk] OFFZONE 2022 / ODS Data Halloween 2022: Black-box attacks on ML models + with use of open-source tools
Simple machine learning in Python/Tensorflow with model saving
CME: Concept-based Model Extraction
Ecore metamodel reverse engineering: Automatically extract EMF metamodels from Java code.
For our AAAI23 paper "DisGUIDE: Disagreement-Guided Data-Free Model Extraction" (Oral Presentation) by Jonathan Rosenthal, Eric Enouen, Hung Viet Pham, and Lin Tan.
A curated bilingual list of cryptanalytic neural-network model extraction papers, code, taxonomies, and open problems.
Marich is a model-agnostic extraction algorithm. It uses a public data to query a private model, aggregates the predicted labels, and construct a distributionall equivalent/max-information leaking extracted model.
A neural network model builder, leveraging a neuro-symbolic interface.
Minimal reproducible PoC of 3 ML attacks (adversarial, extraction, membership inference) on a credit scoring model. Includes pipeline, visualizations, and defenses
The Labelled Transition Systems Extractor tool project
Developer blind to the probes, auditor blind to the weights: a sealed-room protocol to audit AI models you can't steal. TEE + attestation + weight commitment + transparency log + extraction detector + DP noise + dual-signed transcript.
Model Reconstruction from Counterfactual Explanations
Graphical User Interface to debug ROS systems
Comprehensive model extraction attack
Code for VidModEx: Interpretable and Efficient Black Box Model Extraction for High-Dimensional Spaces
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