Comparing performance of different InfoNCE type losses used in contrastive learning.
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Jun 12, 2024 - Python
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Temporal Network Noise Contrastive Estimation (teneNCE) for Dynamic Link Prediction
network-science representation-learning link-prediction complex-network noise-contrastive-estimation recurrent-neural-network self-supervised-learning graph-representation-learning contrastive-predictive-coding gnn graph-neural-network temporal-network contrastive-learning dynamic-graph infonce dynamic-link-prediction discrete-time-dynamic-graph snapshot-sequence
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Aug 31, 2024 - Python
Minimal CLIP from scratch — ResNet-20 image encoder + Transformer text encoder + Symmetric InfoNCE on CIFAR-10 / PyTorch로 직접 구현한 미니 CLIP — ResNet-20 이미지 인코더 + Transformer 텍스트 인코더 + Symmetric InfoNCE 손실 (CIFAR-10)
computer-vision deep-learning pytorch transformer resnet representation-learning clip from-scratch zero-shot-learning cifar-10 multimodal contrastive-learning image-text-retrieval infonce
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May 12, 2026 - Python
Controlled benchmark comparing MLP and FT-Transformer-style EHR encoders for multimodal retrieval.
machine-learning retrieval tabular-data pytorch ehr representation-learning model-evaluation synthetic-data multimodal-learning medical-ai contrastive-learning infonce ft-transformer
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Jun 7, 2026 - Python
Controlled benchmark comparing standard InfoNCE and false-negative-aware contrastive learning for retrieval.
python machine-learning retrieval pytorch representation-learning model-evaluation synthetic-data contrastive-learning false-negatives infonce
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Jun 7, 2026 - Python
Controlled benchmark for studying CXR-text contrastive retrieval, image-report alignment, and retrieval failure modes.
machine-learning retrieval pytorch representation-learning radiology model-evaluation synthetic-data multimodal-learning vision-language cxr medical-ai contrastive-learning image-text-retrieval infonce embedding-alignment
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Jun 7, 2026 - Python
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