OPTIMAL SAMPLE COMPLEXITY OF CONTRASTIVE LEARNING

Keyphrases

• Contrastive Learning 100%
• Optimal Sample 100%
• Sample Complexity 100%
• Tuple 80%
• P-distance 40%
• Tight Bounds 20%
• Minimum number 20%
• Optimal Bound 20%
• Distance Metric 20%
• Tree Metric 20%
• Predictive Power 20%
• Folklore 20%
• Deep Learning 20%
• Data Representation 20%
• Almost Optimal 20%
• Input Samples 20%
• Arbitrary Distribution 20%
• Distance Relation 20%
• Statistical Learning Theory 20%
• Distance Function 20%
• Learning Complexity 20%
• Generalization Accuracy 20%
• Point Datasets 20%
• Learning Representations 20%
• FP-tree 20%

Mathematics

• Contrastive Learning 100%
• Main Result 33%
• Integer 33%
• Predictive Power 33%
• Arbitrary Distribution 33%
• Distance Function 33%
• Chervonenkis 33%
• Representation Learning 33%
• Deep Learning Method 33%

Computer Science

• Contrastive Learning 100%
• Experimental Result 33%
• Predictive Power 33%
• Distance Function 33%
• Representation Learning 33%
• Statistical Learning Theory 33%
• Deep Learning Method 33%