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@inproceedings{bb160008,
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@inproceedings{bb160009,
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@inproceedings{bb160010,
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@inproceedings{bb160011,
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        TITLE = "Dynamic Learning Rate for Neural Networks:
A Fixed-Time Stability Approach",
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@inproceedings{bb160012,
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@inproceedings{bb160013,
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Exponential Linear Units (ShELUs)",
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@inproceedings{bb160014,
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@inproceedings{bb160015,
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@inproceedings{bb160016,
        AUTHOR = "Bhowmik, P. and Pantho, M.J.H. and Asadinia, M. and Bobda, C.",
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Architecture for Smart Image Sensor",
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@inproceedings{bb160017,
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@inproceedings{bb160018,
        AUTHOR = "Ren, M.Y. and Pokrovsky, A. and Yang, B. and Urtasun, R.",
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@inproceedings{bb160019,
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        TITLE = "Interleaved Structured Sparse Convolutional Neural Networks",
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        YEAR = "2018",
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@inproceedings{bb160020,
        AUTHOR = "Kim, E. and Ahn, C. and Oh, S.H.",
        TITLE = "NestedNet: Learning Nested Sparse Structures in Deep Neural Networks",
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@inproceedings{bb160021,
        AUTHOR = "Bulo, S.R. and Porzi, L. and Kontschieder, P.",
        TITLE = "In-place Activated BatchNorm for Memory-Optimized Training of DNNs",
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@inproceedings{bb160022,
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        TITLE = "clcNet: Improving the Efficiency of Convolutional Neural Network
Using Channel Local Convolutions",
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@inproceedings{bb160023,
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        TITLE = "Stochastic Downsampling for Cost-Adjustable Inference and Improved
Regularization in Convolutional Networks",
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        YEAR = "2018",
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@inproceedings{bb160024,
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@inproceedings{bb160025,
        AUTHOR = "Rebuffi, S. and Vedaldi, A. and Bilen, H.",
        TITLE = "Efficient Parametrization of Multi-domain Deep Neural Networks",
        BOOKTITLE = CVPR18,
        YEAR = "2018",
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@inproceedings{bb160026,
        AUTHOR = "Cao, S. and Liu, Y.Z. and Zhou, C.X. and Sun, Q.S. and Pongsak, L.S. and Shen, S.M.",
        TITLE = "ThinNet: An Efficient Convolutional Neural Network for Object
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@inproceedings{bb160027,
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@inproceedings{bb160028,
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        TITLE = "Analyzing Filters Toward Efficient ConvNet",
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@inproceedings{bb160029,
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@inproceedings{bb160030,
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        PAGES = "XIV: 122-138",
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@inproceedings{bb160031,
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Mobile Devices",
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@inproceedings{bb160032,
        AUTHOR = "Prabhu, A. and Varma, G. and Namboodiri, A.",
        TITLE = "Deep Expander Networks: Efficient Deep Networks from Graph Theory",
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        YEAR = "2018",
        PAGES = "XIII: 20-36",
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@inproceedings{bb160033,
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@inproceedings{bb160034,
        AUTHOR = "Elordi, U. and Unzueta, L. and Arganda Carreras, I. and Otaegui, O.",
        TITLE = "How Can Deep Neural Networks Be Generated Efficiently for Devices with
Limited Resources?",
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@inproceedings{bb160035,
        AUTHOR = "Lee, T.K. and Baddar, W.J. and Kim, S.T. and Ro, Y.M.",
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@inproceedings{bb160036,
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@inproceedings{bb160037,
        AUTHOR = "Huang, G. and Liu, Z. and van der Maaten, L. and Weinberger, K.Q.",
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        BOOKTITLE = CVPR17,
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@inproceedings{bb160038,
        AUTHOR = "Huang, G. and Sun, Y. and Liu, Z. and Sedra, D. and Weinberger, K.Q.",
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@inproceedings{bb160039,
        AUTHOR = "Huang, G. and Liu, S.C. and van der Maaten, L. and Weinberger, K.Q.",
        TITLE = "CondenseNet: An Efficient DenseNet Using Learned Group Convolutions",
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@inproceedings{bb160040,
        AUTHOR = "Zhao, G. and Zhang, Z. and Guan, H. and Tang, P. and Wang, J.",
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@inproceedings{bb160041,
        AUTHOR = "Chan, M. and Scarafoni, D. and Duarte, R. and Thornton, J. and Skelly, L.",
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        BOOKTITLE = EfficientDeep18,
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@inproceedings{bb160042,
        AUTHOR = "Bhagoji, A.N. and He, W. and Li, B. and Song, D.",
        TITLE = "Practical Black-Box Attacks on Deep Neural Networks Using Efficient
Query Mechanisms",
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@inproceedings{bb160043,
        AUTHOR = "Kuen, J. and Kong, X.F. and Wang, G. and Tan, Y.P.",
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Information Inflows",
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@inproceedings{bb160044,
        AUTHOR = "Singh, A. and Kingsbury, N.G.",
        TITLE = "Efficient Convolutional Network Learning Using Parametric Log Based
Dual-Tree Wavelet ScatterNet",
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@inproceedings{bb160045,
        AUTHOR = "Liu, Z. and Li, J. and Shen, Z. and Huang, G. and Yan, S. and Zhang, C.",
        TITLE = "Learning Efficient Convolutional Networks through Network Slimming",
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@inproceedings{bb160046,
        AUTHOR = "Ioannou, Y. and Robertson, D. and Cipolla, R. and Criminisi, A.",
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@inproceedings{bb160047,
        AUTHOR = "Lin, J.H. and Xing, T. and Zhao, R. and Zhang, Z. and Srivastava, M. and Tu, Z. and Gupta, R.K.",
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Efficient Hardware Acceleration",
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@inproceedings{bb160048,
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@inproceedings{bb160049,
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Effectiveness vs. efficiency",
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@inproceedings{bb160050,
        AUTHOR = "Karmakar, P. and Teng, S.W. and Zhang, D. and Liu, Y. and Lu, G.",
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@inproceedings{bb160051,
        AUTHOR = "Karmakar, P. and Teng, S.W. and Zhang, D. and Liu, Y. and Lu, G.",
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@inproceedings{bb160052,
        AUTHOR = "Karmakar, P. and Teng, S.W. and Zhang, D. and Liu, Y. and Lu, G.",
        TITLE = "Combining Pyramid Match Kernel and Spatial Pyramid for Image
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@inproceedings{bb160053,
        AUTHOR = "Karmakar, P. and Teng, S.W. and Lu, G. and Zhang, D.",
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@inproceedings{bb160054,
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@inproceedings{bb160055,
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@inproceedings{bb160056,
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@inproceedings{bb160057,
        AUTHOR = "Cardona Escobar, A.F. and Giraldo Forero, A.F. and Castro Ospina, A.E. and Jaramillo Garzon, J.A.",
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by Learning Curves Prediction",
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@inproceedings{bb160058,
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@inproceedings{bb160059,
        AUTHOR = "Pasquet, J. and Chaumont, M. and Subsol, G. and Derras, M.",
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@inproceedings{bb160060,
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@inproceedings{bb160061,
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@inproceedings{bb160062,
        AUTHOR = "Li, N. and Takaki, S. and Tomiokay, Y. and Kitazawa, H.",
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