67 citations · 114 across the 12 of their papers we have counts for
3 papers · 1 filter
Prior Knowledge-Guided Attention in Self-Supervised Vision Transformers
Kevin Miao, Akash Gokul, Raghav Singh +5
Recent trends in self-supervised representation learning have focused on removing inductive biases from training pipelines. However, inductive biases can be useful in settings when…
Reliable Visual Question Answering: Abstain Rather Than Answer Incorrectly
Spencer Whitehead, Suzanne Petryk, Vedaad Shakib +4
Machine learning has advanced dramatically, narrowing the accuracy gap to humans in multimodal tasks like visual question answering (VQA). However, while humans can say "I don't kn…
On Guiding Visual Attention with Language Specification
Suzanne Petryk, Lisa Dunlap, Keyan Nasseri +3
While real world challenges typically define visual categories with language words or phrases, most visual classification methods define categories with numerical indices. However,…