%PDF-1.3 1 0 obj << /Kids [ 4 0 R 5 0 R 6 0 R 7 0 R 8 0 R 9 0 R 10 0 R 11 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages /Count 11 >> endobj 2 0 obj << /Subject (Neural Information Processing Systems http\072\057\057nips\056cc\057) /Publisher (Curran Associates\054 Inc\056) /Language (en\055US) /Created (2017) /EventType (Poster) /Description-Abstract (Recently\054 a new class of machine learning algorithms has emerged\054 where models and discriminators are generated in a competitive setting\056 The most prominent example is Generative Adversarial Networks \050GANs\051\056 In this paper we examine how these algorithms relate to the Turing test\054 and derive what \055 from a Turing perspective \055 can be considered their defining features\056 Based on these features\054 we outline directions for generalizing GANs \055 resulting in the family of algorithms referred to as Turing Learning\056 One such direction is to allow the discriminators to interact with the processes from which the data samples are obtained\054 making them \042interrogators\042\054 as in the Turing test\056 We validate this idea using two case studies\056 In the first case study\054 a computer infers the behavior of an agent while controlling its environment\056 In the second case study\054 a robot infers its own sensor configuration while controlling its movements\056 The results confirm that by allowing discriminators to interrogate\054 the accuracy of models is improved\056) /Producer (PyPDF2) /Title (Generalizing GANs\072 A Turing Perspective) /Date (2017) /ModDate (D\07220180212211201\05508\04700\047) /Published (2017) /Type (Conference Proceedings) /firstpage (6316) /Book (Advances in Neural Information Processing Systems 30) /Description (Paper accepted and presented at the Neural Information Processing Systems Conference \050http\072\057\057nips\056cc\057\051) /Editors (I\056 Guyon and U\056V\056 Luxburg and S\056 Bengio and H\056 Wallach and R\056 Fergus and S\056 Vishwanathan and R\056 Garnett) /Author (Roderich Gross\054 Yue Gu\054 Wei Li\054 Melvin Gauci) /lastpage (6326) >> endobj 3 0 obj << /Type /Catalog /Pages 1 0 R >> endobj 4 0 obj << /Contents 15 0 R /Parent 1 0 R /Resources 16 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 35 0 R 36 0 R 37 0 R 38 0 R 39 0 R 40 0 R 41 0 R 42 0 R 43 0 R ] /Type /Page >> endobj 5 0 obj << /Contents 44 0 R /Parent 1 0 R /Resources 45 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 51 0 R 52 0 R 53 0 R 54 0 R 55 0 R 56 0 R 57 0 R 58 0 R ] /Type /Page >> endobj 6 0 obj << /Contents 59 0 R /Parent 1 0 R /Resources 60 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 61 0 R 62 0 R 63 0 R 64 0 R 65 0 R 66 0 R 67 0 R 68 0 R 69 0 R 70 0 R ] /Type /Page >> endobj 7 0 obj << /Contents 71 0 R /Parent 1 0 R /Resources 72 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 96 0 R 97 0 R 98 0 R 99 0 R 100 0 R 101 0 R 102 0 R 103 0 R 104 0 R 105 0 R 106 0 R 107 0 R 108 0 R 109 0 R 110 0 R 111 0 R 112 0 R ] /Type /Page >> endobj 8 0 obj << /Contents 113 0 R /Parent 1 0 R /Resources 114 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 127 0 R 128 0 R 129 0 R 130 0 R 131 0 R ] /Type /Page >> endobj 9 0 obj << /Contents 132 0 R /Parent 1 0 R /Resources 133 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 156 0 R 157 0 R 158 0 R 159 0 R 160 0 R 161 0 R 162 0 R ] /Type /Page >> endobj 10 0 obj << /Contents 163 0 R /Parent 1 0 R /Resources 164 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 171 0 R 172 0 R 173 0 R 174 0 R 175 0 R ] /Type /Page >> endobj 11 0 obj << /Contents 176 0 R /Parent 1 0 R /Resources 177 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 200 0 R 201 0 R ] /Type /Page >> endobj 12 0 obj << /Contents 202 0 R /Parent 1 0 R /Resources 203 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 210 0 R ] /Type /Page >> endobj 13 0 obj << /Contents 211 0 R /Parent 1 0 R /Type /Page /Resources 212 0 R /MediaBox [ 0 0 612 792 ] >> endobj 14 0 obj << /Contents 213 0 R /Parent 1 0 R /Resources 214 0 R /MediaBox [ 0 0 612 792 ] /Annots [ 215 0 R 216 0 R ] /Type /Page >> endobj 15 0 obj << /Length 3073 /Filter /FlateDecode >> stream xYKܶWfJ  dNlٱVh]. 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