Instructability: How well can a system accept knowledge from another agent? How does neural learning relate to abstract formal models of learning? What kinds of reasoning can be performed by systems constrained by different representational criteria? Robustness: How does speed or quality of solutions change as a task is perturbed or some knowledge is removed or added? How do you manage the data?
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