FAA Artificial Intelligence Safety Assurance: Roadmap and Technical Exchange MeetingsPrevious event presentations: AI/ML Roadmap and Technical Exchange | November 14-15, 2024 Day 1 – Verification and Validation of Learned AI software systems, and examination of FAA technical concepts through community use cases Morning Session Title: Safety Concerns Title: V&V of an ANN Model Developed through ML Title: FAA Policy – Technical Thoughts Afternoon Session Title: SAE G-34 AND EUROCAE WG-114 Joint Use Case Initiative with FAA Title: Component-Level V&V of Deep Neural Networks Case Study Title: AI/ML Requirements Example: Innovation is an Expectation Day 2 – Understanding FAA’s research projects and an alternative MoC through the concept of Overarching Properties; Understanding how the FAA community is currently leveraging AI/ML to improve aviation safety through case studies Morning Session Title: FAA AI Assurance Roadmap – Information Exchange Software Digital Systems Research Title: Some Reminders about OPs, Arguments, and OPRAs Title: Assurance of AI/ML-Based Aerospace Systems Using Overarching Properties Title: Working with the Overarching Properties: An Orientation for Practitioners Afternoon Session Title: Merging Data Sources (Accident Reports) through Large Language Models (LLMs) Title: Data Mining (Unsupervised Learning) in the Context of Analyzing Accident Reports
AI/ML Roadmap and Technical Exchange | July 24-25, 2024 Day 1 - AI Roadmap and Machine Learning in the context of modeling Title: Artificial Intelligence Safety Assurance Title: Safety Concerns Title: Current Roadmap for AI Safety Assurance Title: Design Approval Concepts Title: Technical Policy Development: Airborne Electronic Hardware Day 1 - AI Requirements, Machine Learning Title: Assurance of ML based systems: Based on a Requirements process Title: ML in the Context of Modeling Title: Collins Aerospace AI/ML MVP Example Title: Technical Considerations for Machine Learning Product Approval Title: Working with the FAA Day 2 - Certification and ACAS-X Title: SAE G-34 and FAA initiative non-binding proposal Title: ACAS X Design and Certification Approach Day 2 - AI for Safety Title: AI/ML for Safety Opportunities Title: Stress-Testing Autonomous Systems with Reinforcement Learning Title: Fostering a Data-Driven Culture Title: Safety Event Aggregator Service (SEAS) Concept Overview Title: AI for Safety: Participant Input
Day 1 - Overview Title: Preparation of Roadmap for AI Safety Assurance Title: FAA AI/ML Roadmap Summary Title: Current Roadmap for AI Safety Assurance Day 1 - Plan of Action and Engagement Strategy; Certification; Standards; Platforms Title: Technical Policy Development AI/Machine Learning Title: AI and Machine Learning Policy Development Title: Experience in Applying for Certification Machine Learning Software Components Title: FAA Issue Paper Approval Process: Experience Report Title: Future Use of AI in Automation at the Operational Level Title: Test and Evaluation of AI Enabled Capabilities Day 2: Safety Concerns Title: Safety Concerns Briefing and Moderated Discussion Title: Considerations for Developing and Assuring AI/ML Components in Aviation Systems Title: More on the Missing Links (…a sequel to Safety Concerns Regarding AI on Aircraft) Day 2 - Future State of AI in the Aircraft Title: Using Machine Learning in Safety-Critical Systems: Regulator and Technologist Perspectives Title: Two Open-Source AI Use Cases in Aviation Autonomy and Their Verification Paths Title: A Perspective on Remotely Piloted Operations Title: Automation Safety Considerations in UAS Operations Day 3 - AI Technology/Tools for Safety Enhancement Title: Updates on using LLM to data mine aviation safety reports Title: Risk Assessment of Large Language Models for Applications in the Aviation Domain
Title: AI Safety Assessment Title: Developing AI/ML Components (and their Standards) for Civil Aviation: Challenges and Barriers Title: Aircraft Artificial Intelligence / Machine Learning Assurance Approach Title: Safety Concerns Regarding AI on Aircraft Title: Safety Concerns For Airborne Use Of AI/ML Functions Title: What Are the Safety Concerns When an AI Component is Put Into an Aircraft? Title: AI Assurance and Challenges FAA Artificial Intelligence Roadmap Review and Technical Exchange Meeting | September 19-20, 2023 Title: AI Assurance Roadmap and Technical Session – Agenda and Day 1 Moderated Discussion Title: Certification Use Reliance (CURe) for AI ML integration at Aircraft Level Title: Questions in Preparation for Certification Title: Formal Methods for Learning Assurance Title: Non Prescriptive Certification for ML Systems Title: ACAS X Validation Strategy Title: Interaction with SAE G34/EUROCAE WG-114 Title: Beyond AI/ML Verification: a Runtime Assurance Framework Title: Probabilistic Safety Validation for Black Box System
For technical/logistics assistance, please contact the AI/ML Roadmap and Technical Exchange team at AIML@mitre.org. |
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