Asystem of regions (also referred to as anetwork) can comprise multiple disjoint regions that exhibit shared activity patterns across a range of tasks. The auditory system is located in the superior temporal region of the brain. This region uniquely encodespitch, speech, and music, butisnot involvedinhigh-levellanguage comprehensionandproduction[Norman-Haignereetal.,2015,2019].Inourexperimentspertaining to programming language comprehension, we use the activity seen in the auditory system as a negativecontrol. ForthePython program comprehension experiment, individual programs were modeled using the period from the onset of the code/sentence problem until the buttonpress. See Fedorenko et al. [2010] for a discussion of the functional localization approach as it pertains to the language network.

Existing approaches for training neural networks with user-level differential privacy (e.g., DP Federated Averaging) in federated learning (FL) settings involve bounding

Work done while at IBMResearch - Almaden.

In recent times, Vision-Language Models (VLMs) have been trained under two predominant paradigms.

Section 4.2 demonstrates addressthechallenges (Figure 1 contains of Scatterbrain).