Qualifying Exam Presentation – Deep Sets

Presented and discussed “Deep Sets” by Zaheer et al., a foundational work proposing permutation-invariant neural architectures for set-structured data. The presentation covered theoretical guarantees for invariant and equivariant functions and demonstrated applications in set-based learning.