Kento Nozawa
4 papers · 2020–2022 · 4 conferences · across top CS/AI conferences
Achievements
Jump to papers ↓+1 more ↓ Show less ↑
🧭 Keyword Pioneer 🌍 Conference Polyglot (4) 🐝 Cross-Pollinator (3) 🌉 Interdisciplinary Bridge 🐣 Hot Topic Early Bird
📈
Trend Setter
Conferences
ICML (1)
IJCAI (1)
NIPS (1)
UAI (1)
Top co-authors
Keywords
representation learning
(3)
contrastive learning
(1)
theoretical analysis
(1)
feature representation
(1)
generalization bound
(1)
downstream task
(1)
contrastive loss
(1)
pac-bayesian theory
(1)
instance discrimination
(1)
negative sample
(1)
contrastive representation learning
(1)
negative sampling
(1)
contrastive unsupervised representation learning
(1)
generalisation bound
(1)
downstream classification
(1)
supervised loss
(1)
surrogate bound
(1)
evaluation method
(1)
unsupervised learning
(1)
machine learning task
(1)
Papers
On the Surrogate Gap between Contrastive and Supervised Losses
ICML 2022
Evaluation Methods for Representation Learning: A Survey
IJCAI 2022
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning
NIPS 2021
PAC-Bayesian Contrastive Unsupervised Representation Learning
UAI 2020