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Related Questions
- What are the trade-offs between uninformative and informative negative samples in contrastive learning?
- How does the choice of negative sampling strategy impact the performance of contrastive learning models?
- Can you explain the phenomenon of 'negative sampling collapse' in contrastive learning and its implications for model performance?
- What are some common heuristics for selecting informative negative samples in contrastive learning?
- How does the ratio of positive to negative samples affect the performance of contrastive learning models?
- Can you discuss the role of batch size and its impact on negative sampling in contrastive learning?
- What are some techniques for mitigating the effects of negative sampling bias in contrastive learning models?
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