Wealsoprovidea probabilistic convergence result for Adam under a generalized smooth condition which allows unbounded smoothness parameters and has been illustrated empirically to capture the smooth property of many practical objective functions more accurately.

Weuse"panel" torefer tothegroup of people who deliberate, and "assembly" to refer to the actual deliberation step.

Long-term fairness is an important factor of consideration in designing and deployinglearning-based decision systems inhigh-stakedecision-making contexts.