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Nam Arvind Satyanarayan To ensure accountability and mitigate harm, it is critical that diverse stakeholders can interrogate black-box automated systems and find information that is understandable, relevant, and useful to them. We characterize stakeholders by their formal, instrumental, and personal knowledge and how it manifests in the contexts of machine learning, the data domain, and the general milieu.

We additionally distill a hierarchical typology of stakeholder needs that distinguishes higher-level domain goals from lower-level interpretability tasks. In assessing the descriptive, evaluative, and generative powers of our framework, we find our more nuanced treatment of stakeholders reveals gaps and opportunities in the interpretability literature, adds precision to the design and comparison of user studies, and facilitates a more reflexive approach to conducting this research.

Any biases introduced during training implicit or explicit are often reflected in the system's behaviors leading to questions about fairness and loss of trust in the system. Yet, information on training data is rarely communicated to stakeholders. In this work, we explore the concept of data-centric explanations for ML systems that describe the training data to end-users.

Through a formative study, we investigate the potential utility of such an approach, including the information about training data that participants find most compelling. Audiophile headphones which really perform great.

When you switch on the entertainment mode, the sound is just overwhelming. My practise regime hasn't been exactly strict lately, and i've got AS re-sits plus A2 coursework deadlines to complete so this isn't the best time for going fatal1ty st ylee with practise. I try to fit between 5 to 10 duels a day if I can. ESR: Quake 4 has been out for a few months now, what do you think of the game and do you think it has a future in Esports? I think whether people like it or not, the game has a future now thanks to the CPL and a lot of other tournaments hosting LANs for this game.

The CPL for example I'm sure are used to games not quite up to the condition they should be. ESR: How would you describe your Quake 4 playing st yle? I'm trying to turn that into 'smart-aggressive' but we'll see ;.

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