AI Safety Working Group
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Working Groups
- Benchmarks
- AI Safety
- Data
- Research
Mission
Support community development of AI safety tests and organize definition of research- and industry-standard AI safety benchmarks based on those tests.
Purpose
Our goal is for these benchmarks to:
- Guide responsible development: Computing performance benchmarks such as MLPerf have repeatedly shown their ability to concretely define a common objective such as “faster” and thereby accelerate overall progress towards that objective. Similarly, the safety benchmarks can help define “safer” and thus accelerate the development of “safer” AI systems.
- Support consumer/purchaser decision making: AI systems are complex and determining if an AI system is suitable for a particular use-case is challenging. The AI safety benchmarks should help individual consumers and corporate purchasers make more informed decisions.
- Enable technically sound and risk-based policy regulation: Spurred by public concern, governments in the EU, UK, US, and elsewhere are increasingly examining the safety of AI systems. The safety benchmarks should enable data-driven decision making for informing regulations.
Deliverables
Specifically, the working group has the following four major tasks:
- Tests: Curate a pool of safety tests from diverse sources, including facilitating the development of better tests and testing methodologies.
- Benchmarks: Define benchmarks for specific AI use-cases, each of which uses a subset of the tests and summarizes the results in a way that enables decision making by non-experts.
- Platform: Develop a community platform for safety testing of AI systems that supports registration of tests, definition of benchmarks, testing of AI systems, management of test results, and viewing of benchmark scores.
- Governance: Define a set of principles and policies and initiate a broad multi-stakeholder process to ensure trustworthy decision making.
Meeting Schedule
Weekly on Friday from 8:35-9:30AM Pacific.
How to Join and Access Working Group Resources
- To sign up for the group mailing list and receive the meeting invite:
- Associate a Google account with your organizational email address.
- Request to join the AI Safety Google Group. Requests are manually reviewed, so please be patient.
Working Group Chairs
To contact all AI Safety working group chairs email ai-safety-chairs@mlcommons.org.