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Nuetrik [128]
3 years ago
14

Net2vec: quantifying and explaining how concepts are encoded by filters in deep neural networks

Biology
1 answer:
FromTheMoon [43]3 years ago
8 0
A lot of<span> realistic </span>however<span> harder-to-study hypothesis is that </span>linguistics<span> representations </span>are<span> distributed, and </span>therefore<span> filters </span>should be<span> studied in conjunction. S</span>o as to analyze this idea whereas sanctioning<span> systematic </span>visual image<span> and quantification of multiple filter responses, </span>we have a tendency to<span> introduce the Net2Vec framework, </span>within which linguistics ideas are<span> mapped to vectorial embeddings </span>supported<span> corresponding filter responses. By </span>learning<span> such embeddings, we would be</span> able to<span> show that </span>one<span>., in most cases, multiple filters </span>are needed<span> to code for </span>a plan. Usually<span>, filters </span>don't seem to be conception<span> specific and </span>facilitate write<span> multiple </span>ideas<span>, and compared to single filter activations, filter embeddings </span>are able to higher<span> characterize the </span>which means<span> of an </span>illustration<span> and its relationship to </span>different ideas<span>.</span>
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