Collective Bias Mitigation via Model Routing and Collaboration
Collective Bias Mitigation routes multiple LLMs, and a committee cut age bias from 0.25 to 0.10.
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Stories tagged #debiasing
Hopper: Bounded-Memory Collaborative Debiasing for Byzantine-Tolerant Peer Sampling
Researchers propose Hopper, a bounded-memory debiasing protocol that protects Byzantine-tolerant peer sampling from delayed balanced attacks defeating cumulative counters.