Aryan Pournajafian

Research

• Probing ViTs across Abstraction & Style
  Poster writeup: DAS retrieval, CLS probes for content and style, and incorrect-neighbor examples.
  Open report Abstraction Style probing
• Zero-Shot Style Transfer
  Things100 × ArtBench: a linear probe on frozen CLS improves style retrieval versus raw late-CLS cosine kNN.
  Open report Poster companion
• Visual Abstraction & Neural Representations
  Diffusion Abstraction Spectrum (DAS) on Toronto Scenes: retrieval from line drawings to photographs across ViT-B models.
  Open report Poster companion