1BOneBench

Search OneBench

Search signals, briefings, benchmarks and glossary terms.

Back to Signals
RESEARCHMonitorNEXT 12 MONTHS

Procedural Fairness in Multi-Agent Bandits

arXiv cs.LG — Machine Learning

Factual evidence

What the source reports

Research introduces procedural fairness, defined as equal voice and representation within a policy, for multi-agent multi-armed bandits.

Open source

OneBench interpretation

Institutional assessment

So what

This research broadens fairness definitions beyond outcomes to process, which will eventually shape responsible AI frameworks.

Do what

Add to the Q1 2025 responsible AI working group agenda for future policy consideration.