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@DLR-KI

DLR Institute of AI Safety and Security

README.md

Institute for AI Safety and Security
German Aerospace Center (DLR)

Libraries

Repository Actions Documentation Description
LTNjax main workflow 🔗 LTNjax is a neurosymbolic framework that allows the implementation of knowledge in the form of logical expressions as objective for neural networks. LTN uses a differentiable first-order logic language, called Real Logic, to incorporate machine learning and logic.
md-multiline-table main workflow 🔗 This software extends the Python markdown implementation with multiline table support. It can be easily used with Python-Markdown and MkDocs as well as Material for MkDocs.
SafetyNet pre-commit.ci status – Contains the JSON schema for the different components of the SafetyNet standard.
pyCASX Python tests (pytest) 🔗 Implementation of ACAS XA and ACAS XU with neural networks for FlightGear.
SCAN – – SCAN (Software for Complex system Analysis via Networks): A python package implementing the machine learning technique Reservoir Computing and related methods.

Papers and Demonstrators

Repository Actions Documentation Description
Information Quality Monitoring – – Monitoring Tool for Input Data for Pedestrian Detection
NAC-regression – – Neural Activation Coverage - extended to regression [Paper]
LMC – – Linear Mode Connectivity under Data Shifts for Deep Ensembles of Image Classifiers [Paper]
ATC-LLM-Interface – – ALI, the Air-traffic-control Large language model Interface. [Paper]

PoC: Federated Learning Demonstrator

The Federated Learning Platform from the German Aerospace Center (DLR) is launched as part of the Catena-X Automotive Network project which was sponsored by the German Federal Ministry of Economics Affairs and Climate Action. The entire platform is a Prove of Concept (PoC). It is intended to show that decentralized machine learning is possible in the industry and the Catena-X automotive network.

Repository Actions Pages Registry Description
fl-documentation main workflow 🔗 – Official documentation of the Federated Learning platform
fl-demonstrator main workflow 🔗 🔗 A set of tools for demonstrating machine learning in a federated environment
fl-demonstrator-frontend main workflow 🔗 🔗 A frontend for the federated learning demonstrator
fl-demonstrator-mnist main workflow 🔗 🔗 MNIST example client of the federated learning platform
fl-demonstrator-client main workflow 🔗 🔗 A small client base package including client server communication helpers
fl-logging-base main workflow 🔗 – Package to simplify the process of enabling consistent logging across multiple projects

Popular repositories Loading

  1. scan scan Public archive

    Python 4 2

  2. fl-demonstrator-frontend fl-demonstrator-frontend Public

    A frontend for the federated learning demonstrator

    TypeScript 3 1

  3. fl-demonstrator fl-demonstrator Public

    A set of tools for demonstrating machine learning in a federated environment

    Python 2

  4. ATC-LLM-Interface ATC-LLM-Interface Public archive

    Air traffic control Large language model Interface

    Python 2

  5. fl-logging-base fl-logging-base Public

    Package to simplify the process of enabling consistent logging across multiple projects

    Python 1

  6. fl-demonstrator-client fl-demonstrator-client Public

    A small client base package including client server communication helpers

    Python 1

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