27 citations · 29 across the 5 of their papers we have counts for
Showing 2022Show all
3 papers · 1 filter
cs.CV2022★ 1 cited
Semantics-Consistent Feature Search for Self-Supervised Visual Representation Learning
Kaiyou Song, Shan Zhang, Zihao An +3
In contrastive self-supervised learning, the common way to learn discriminative representation is to pull different augmented "views" of the same image closer while pushing all oth…
cs.LG2022
Improved Representation of Asymmetrical Distances with Interval Quasimetric Embeddings
Tongzhou Wang, Phillip Isola
Asymmetrical distance structures (quasimetrics) are ubiquitous in our lives and are gaining more attention in machine learning applications. Imposing such quasimetric structures in…
cs.LG2022★ 1 cited
On the Learning and Learnability of Quasimetrics
Tongzhou Wang, Phillip Isola
Our world is full of asymmetries. Gravity and wind can make reaching a place easier than coming back. Social artifacts such as genealogy charts and citation graphs are inherently d…