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/Subject (Neural Information Processing Systems http\072\057\057nips\056cc\057)
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/Created (2013)
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/Description-Abstract (People can learn a new visual class from just one example\054 yet machine learning algorithms typically require hundreds or thousands of examples to tackle the same problems\056 Here we present a Hierarchical Bayesian model based on compositionality and causality that can learn a wide range of natural \050although simple\051 visual concepts\054 generalizing in human\055like ways from just one image\056 We evaluated performance on a challenging one\055shot classification task\054 where our model achieved a human\055level error rate while substantially outperforming two deep learning models\056 We also used a visual Turing test\042 to show that our model produces human\055like performance on other conceptual tasks\054 including generating new examples and parsing\056\042)
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/Title (One\055shot learning by inverting a compositional causal process)
/Date (2013)
/ModDate (D\07220191111141842\05508\04700\047)
/Published (2013)
/Type (Conference Proceedings)
/firstpage (2526)
/Book (Advances in Neural Information Processing Systems 26)
/Description (Paper accepted and presented at the Neural Information Processing Systems Conference \050http\072\057\057nips\056cc\057\051)
/Editors (C\056J\056C\056 Burges and L\056 Bottou and M\056 Welling and Z\056 Ghahramani and K\056Q\056 Weinberger)
/Author (Brenden M\056 Lake\054 Russ R\056 Salakhutdinov\054 Josh Tenenbaum)
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