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Explore the concept of learning via conjectural variations in this 27-minute conference talk presented by Lillian Ratliff from the University of Washington at IPAM's Mathematics of Collective Intelligence Workshop. Delve into the challenges, limitations, and equilibrium of this learning approach, and examine the experimental setup involving linear maps, baseline tasks, trajectories, and learning rates. Investigate the switching between earth order and zeroth order methods as part of the conjectural variations framework. Gain insights into this mathematical approach to collective intelligence and its potential applications in various fields.