Mitchell Keren Taraday
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View article: Efficient Discriminative Joint Encoders for Large Scale Vision-Language Reranking
Efficient Discriminative Joint Encoders for Large Scale Vision-Language Reranking Open
Multimodal retrieval still leans on embedding-based models like CLIP for fast vector search over pre-computed image embeddings. Yet, unlike text retrieval, where joint-encoder rerankers are standard, comparable vision--language rerankers a…
View article: Sequential Signal Mixing Aggregation for Message Passing Graph Neural Networks
Sequential Signal Mixing Aggregation for Message Passing Graph Neural Networks Open
Message Passing Graph Neural Networks (MPGNNs) have emerged as the preferred method for modeling complex interactions across diverse graph entities. While the theory of such models is well understood, their aggregation module has not recei…
View article: Enhanced Meta Label Correction for Coping with Label Corruption
Enhanced Meta Label Correction for Coping with Label Corruption Open
Traditional methods for learning with the presence of noisy labels have successfully handled datasets with artificially injected noise but still fall short of adequately handling real-world noise. With the increasing use of meta-learning i…