@article{bb160400,
        AUTHOR = "Fan, C.X. and Guo, D. and Wang, Z.Q. and Wang, M.",
        TITLE = "Multi-Objective Convex Quantization for Efficient Model Compression",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "2313-2329",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156262"}

@inproceedings{bb160401,
        AUTHOR = "Fan, C.X. and Wang, Z.Q. and Guo, D. and Wang, M.",
        TITLE = "Data-Free Quantization via Pseudo-label Filtering",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "5589-5598",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156263"}

@article{bb160402,
        AUTHOR = "Fischer, K. and Brand, F. and Kaup, A.",
        TITLE = "Boosting Neural Image Compression for Machines Using Latent Space
Masking",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "3719-3731",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156264"}

@article{bb160403,
        AUTHOR = "Cai, Y.G. and Xing, P. and Gao, X.S.",
        TITLE = "High Efficient 3D Convolution Feature Compression",
        JOURNAL = CirSysVideo,
        VOLUME = "35",
        YEAR = "2025",
        NUMBER = "4",
        MONTH = "April",
        PAGES = "3732-3744",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156265"}

@article{bb160404,
        AUTHOR = "Yang, X.X. and Zheng, Z.S. and Zheng, H.Q. and Ge, Z.D. and Liu, X.T. and Zhang, B. and Lv, J.Y.",
        TITLE = "LCNet: Lightweight real-time image classification network based on
efficient multipath dynamic attention mechanism and dynamic threshold
convolution",
        JOURNAL = IVC,
        VOLUME = "159",
        YEAR = "2025",
        PAGES = "105576",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156266"}

@article{bb160405,
        AUTHOR = "Bich, P. and Enttsel, A. and Prono, L. and Marchioni, A. and Pareschi, F. and Mangia, M. and Setti, G. and Rovatti, R.",
        TITLE = "On the Universal Approximation Properties of Deep Neural Networks
Using MAM Neurons",
        JOURNAL = PAMI,
        VOLUME = "47",
        YEAR = "2025",
        NUMBER = "9",
        MONTH = "September",
        PAGES = "8297-8304",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156267"}

@inproceedings{bb160406,
        AUTHOR = "Wang, Q.Y. and Cardiff, B. and Frappe, A. and Larras, B. and John, D.",
        TITLE = "Tiny Models are the Computational Saver for Large Models",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "LVI: 163-182",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156268"}

@inproceedings{bb160407,
        AUTHOR = "Yang, X.Y. and Wang, X.C.",
        TITLE = "Neural Metamorphosis",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XXXIV: 1-19",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156269"}

@inproceedings{bb160408,
        AUTHOR = "Xiong, Y.Z. and Chen, H. and Hao, T.X. and Lin, Z. and Han, J.G. and Zhang, Y.S. and Wang, G.X. and Bao, Y.J. and Ding, G.G.",
        TITLE = "PYRA: Parallel Yielding Re-activation for Training-inference Efficient
Task Adaptation",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "IX: 455-473",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156270"}

@inproceedings{bb160409,
        AUTHOR = "Misra, D. and Chaudhary, M. and Goyal, A. and Runwal, B. and Chen, P.Y.",
        TITLE = "Uncovering the Hidden Cost of Model Compression",
        BOOKTITLE = Prompting24,
        YEAR = "2024",
        PAGES = "1611-1621",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156271"}

@inproceedings{bb160410,
        AUTHOR = "Xie, J.J. and Zhang, Y.X. and Lin, M. and Lin, Z.H. and Cao, L.J. and Ji, R.R.",
        TITLE = "UniPTS: A Unified Framework for Proficient Post-Training Sparsity",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "5746-5755",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156272"}

@inproceedings{bb160411,
        AUTHOR = "Zhang, H.X. and Zhou, Y.F. and Wang, G.H.",
        TITLE = "Dense Vision Transformer Compression with Few Samples",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
        PAGES = "15825-15834",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156273"}

@inproceedings{bb160412,
        AUTHOR = "Nasery, A. and Shah, H. and Suggala, A.S. and Jain, P.",
        TITLE = "End-to-End Neural Network Compression via l1/l2 Regularized Latency
Surrogates",
        BOOKTITLE = MobileAI24,
        YEAR = "2024",
        PAGES = "5866-5877",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156274"}

@inproceedings{bb160413,
        AUTHOR = "Guo, Y. and Li, Z. and Lang, Y.L. and Ren, Q.Y.",
        TITLE = "ShiftAddAug: Augment Multiplication-Free Tiny Neural Network with
Hybrid Computation",
        BOOKTITLE = ECV24,
        YEAR = "2024",
        PAGES = "8075-8084",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156275"}

@inproceedings{bb160414,
        AUTHOR = "van Betteray, A. and Rottmann, M. and Kahl, K.",
        TITLE = "MGiaD: Multigrid in all dimensions. Efficiency and robustness by
weight sharing and coarsening in resolution and channel dimensions*",
        BOOKTITLE = REDLCV23,
        YEAR = "2023",
        PAGES = "1284-1293",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156276"}

@inproceedings{bb160415,
        AUTHOR = "Vo, Q.H. and Tran, L.T. and Bae, S.H. and Kim, L.W. and Hong, C.S.",
        TITLE = "MST-compression: Compressing and Accelerating Binary Neural Networks
with Minimum Spanning Tree",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "6068-6077",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156277"}

@inproceedings{bb160416,
        AUTHOR = "Shi, Y.M. and Bai, S.H. and Wei, X. and Gong, R. and Yang, J.",
        TITLE = "Lossy and Lossless (L2) Post-training Model Size Compression",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "17500-17510",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156278"}

@inproceedings{bb160417,
        AUTHOR = "Nooralinejad, P. and Abbasi, A. and Koohpayegani, S.A. and Meibodi, K.P. and Khan, R.M.S. and Kolouri, S. and Pirsiavash, H.",
        TITLE = "PRANC: Pseudo RAndom Networks for Compacting deep models",
        BOOKTITLE = ICCV23,
        YEAR = "2023",
        PAGES = "16975-16985",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156279"}

@inproceedings{bb160418,
        AUTHOR = "Xu, K.X. and Lee, A.H.X. and Zhao, Z.Y. and Wang, Z. and Wu, M. and Lin, W.S.",
        TITLE = "Metagrad: Adaptive Gradient Quantization with Hypernetworks",
        BOOKTITLE = ICIP23,
        YEAR = "2023",
        PAGES = "276-280",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156280"}

@inproceedings{bb160419,
        AUTHOR = "Hesse, R. and Schaub Meyer, S. and Roth, S.",
        TITLE = "Content-Adaptive Downsampling in Convolutional Neural Networks",
        BOOKTITLE = ECV23,
        YEAR = "2023",
        PAGES = "4544-4553",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156281"}

@inproceedings{bb160420,
        AUTHOR = "Hu, T. and Lin, M. and You, L.Z. and Chao, F. and Ji, R.R.",
        TITLE = "Discriminator-Cooperated Feature Map Distillation for GAN Compression",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "20351-20360",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156282"}

@inproceedings{bb160421,
        AUTHOR = "Koryakovskiy, I. and Yakovleva, A. and Buchnev, V. and Isaev, T. and Odinokikh, G.",
        TITLE = "One-Shot Model for Mixed-Precision Quantization",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "7939-7949",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156283"}

@inproceedings{bb160422,
        AUTHOR = "Ma, Y.X. and Li, H.X. and Zheng, X. and Xiao, X.F. and Wang, R. and Wen, S.L. and Pan, X. and Chao, F. and Ji, R.R.",
        TITLE = "Solving Oscillation Problem in Post-Training Quantization Through a
Theoretical Perspective",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "7950-7959",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156284"}

@inproceedings{bb160423,
        AUTHOR = "Manjah, D. and Cacciarelli, D. and Benkedadra, M. and Standaert, B. and de Hertaing, G.R. and Macq, B. and Galland, S. and de Vleeschouwer, C.",
        TITLE = "Stream-Based Active Distillation for Scalable Model Deployment",
        BOOKTITLE = L3D-IVU23,
        YEAR = "2023",
        PAGES = "4999-5007",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156285"}

@inproceedings{bb160424,
        AUTHOR = "Xu, X.W. and Wang, Z.W. and Zhou, J. and Lu, J.W.",
        TITLE = "Binarizing Sparse Convolutional Networks for Efficient Point Cloud
Analysis",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "5313-5322",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156286"}

@inproceedings{bb160425,
        AUTHOR = "Lin, C. and Peng, B. and Li, Z. and Tan, W.M. and Ren, Y. and Xiao, J. and Pu, S.L.",
        TITLE = "Bit-shrinking: Limiting Instantaneous Sharpness for Improving
Post-training Quantization",
        BOOKTITLE = CVPR23,
        YEAR = "2023",
        PAGES = "16196-16205",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156287"}

@inproceedings{bb160426,
        AUTHOR = "Cai, J.X. and Qi, Z. and Fu, K.Q. and Shi, X. and Li, Z. and Liu, X.Y. and Liu, H.",
        TITLE = "Pbcstereo: A Compressed Stereo Network with Pure Binary Convolutional
Operations",
        BOOKTITLE = ACCV22,
        YEAR = "2022",
        PAGES = "III:626-641",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156288"}

@inproceedings{bb160427,
        AUTHOR = "Kim, S. and Kim, D.Y. and Moon, J.",
        TITLE = "Deep Neural Network Compression for Image Inpainting",
        BOOKTITLE = CADK22,
        YEAR = "2022",
        PAGES = "99-114",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156289"}

@inproceedings{bb160428,
        AUTHOR = "Given, N.A.",
        TITLE = "LCS: Learning Compressible Subspaces for Efficient, Adaptive,
Real-Time Network Compression at Inference Time",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "3807-3816",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156290"}

@inproceedings{bb160429,
        AUTHOR = "Pham, C. and Hoang, T. and Do, T.T.",
        TITLE = "Collaborative Multi-Teacher Knowledge Distillation for Learning Low
Bit-width Deep Neural Networks",
        BOOKTITLE = WACV23,
        YEAR = "2023",
        PAGES = "6424-6432",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156291"}

@inproceedings{bb160430,
        AUTHOR = "Horton, M. and Jin, Y.Z. and Farhadi, A. and Rastegari, M.",
        TITLE = "Layer-Wise Data-Free CNN Compression",
        BOOKTITLE = "ICPR22",
        YEAR = "2022",
        PAGES = "2019-2026",
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@inproceedings{bb160431,
        AUTHOR = "Andreev, P. and Fritzler, A.",
        TITLE = "Quantization of Generative Adversarial Networks for Efficient
Inference: A Methodological Study",
        BOOKTITLE = "ICPR22",
        YEAR = "2022",
        PAGES = "2179-2185",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156293"}

@inproceedings{bb160432,
        AUTHOR = "Liu, Y.C. and Wentzlaff, D. and Kung, S.Y.",
        TITLE = "Class-Discriminative CNN Compression",
        BOOKTITLE = "ICPR22",
        YEAR = "2022",
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@inproceedings{bb160433,
        AUTHOR = "Fu, S.M. and Wang, H.L. and Cao, Y.C. and Hu, H.J. and Peng, B. and Tan, W.M. and Ye, T.Q.",
        TITLE = "Meta-BNS FOR Adversarial Data-Free Quantization",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "4038-4042",
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@inproceedings{bb160434,
        AUTHOR = "Wang, W. and Chen, Z. and Wang, Z. and Lin, J. and Xu, L. and Lin, W.S.",
        TITLE = "Channel-Wise Bit Allocation for Deep Visual Feature Quantization",
        BOOKTITLE = ICIP22,
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        PAGES = "3978-3982",
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@inproceedings{bb160435,
        AUTHOR = "Tech, G. and Haase, P. and Becking, D. and Kirchhoffer, H. and Muller, K. and Pfaff, J. and Schwarz, H. and Samek, W. and Marpe, D. and Wiegand, T.",
        TITLE = "History Dependent Significance Coding for Incremental Neural Network
Compression",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
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@inproceedings{bb160436,
        AUTHOR = "Santamaria, M. and Cricri, F. and Lainema, J. and Youvalari, R.G. and Zhang, H.L. and Hannuksela, M.M.",
        TITLE = "Content-Adaptive Neural Network Post-Processing Filter with NNR-Coded
Weight-Updates",
        BOOKTITLE = ICIP22,
        YEAR = "2022",
        PAGES = "2251-2255",
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@inproceedings{bb160437,
        AUTHOR = "Chen, T.A. and Yang, D.N. and Chen, M.S.",
        TITLE = "AlignQ: Alignment Quantization with ADMM-based Correlation
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        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "12528-12537",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156299"}

@inproceedings{bb160438,
        AUTHOR = "Chen, B. and Bakhshi, A. and Batista, G. and Ng, B. and Chin, T.J.",
        TITLE = "Update Compression for Deep Neural Networks on the Edge",
        BOOKTITLE = MobileAI22,
        YEAR = "2022",
        PAGES = "3075-3085",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156300"}

@inproceedings{bb160439,
        AUTHOR = "Sun, X.L. and Hassani, A. and Wang, Z.Y. and Huang, G. and Shi, H.",
        TITLE = "DiSparse: Disentangled Sparsification for Multitask Model Compression",
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@inproceedings{bb160440,
        AUTHOR = "Dong, X. and de Salvo, B. and Li, M. and Liu, C. and Qu, Z. and Kung, H.T. and Li, Z.Y.",
        TITLE = "SplitNets: Designing Neural Architectures for Efficient Distributed
Computing on Head-Mounted Systems",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "12549-12559",
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@inproceedings{bb160441,
        AUTHOR = "Hou, Z.J. and Qin, M.H. and Sun, F. and Ma, X.L. and Yuan, K. and Xu, Y. and Chen, Y.K. and Jin, R. and Xie, Y. and Kung, S.Y.",
        TITLE = "CHEX: CHannel EXploration for CNN Model Compression",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156303"}

@inproceedings{bb160442,
        AUTHOR = "Yin, M. and Sui, Y. and Yang, W. and Zang, X. and Gong, Y. and Yuan, B.",
        TITLE = "HODEC: Towards Efficient High-Order DEcomposed Convolutional Neural
Networks",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "12289-12298",
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@inproceedings{bb160443,
        AUTHOR = "Alwani, M. and Wang, Y. and Madhavan, V.",
        TITLE = "DECORE: Deep Compression with Reinforcement Learning",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "12339-12349",
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@inproceedings{bb160444,
        AUTHOR = "Wang, H.Y. and Liu, J.J. and Ma, X. and Yong, Y. and Chai, Z.H. and Wu, J.X.",
        TITLE = "Compressing Models with Few Samples: Mimicking then Replacing",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "691-700",
        BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnc3.html#TT156306"}

@inproceedings{bb160445,
        AUTHOR = "Kag, A. and Saligrama, V.",
        TITLE = "Condensing CNNs with Partial Differential Equations",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "600-609",
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@inproceedings{bb160446,
        AUTHOR = "Chikin, V. and Antiukh, M.",
        TITLE = "Data-Free Network Compression via Parametric Non-uniform Mixed
Precision Quantization",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
        PAGES = "450-459",
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@inproceedings{bb160447,
        AUTHOR = "Ren, Y.X. and Wu, J. and Xiao, X.F. and Yang, J.C.",
        TITLE = "Online Multi-Granularity Distillation for GAN Compression",
        BOOKTITLE = ICCV21,
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@inproceedings{bb160448,
        AUTHOR = "Tayyab, M. and Khan, F.A. and Mahalanobis, A.",
        TITLE = "Compressing Deep CNNs Using Basis Representation and Spectral
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        BOOKTITLE = ICIP21,
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@inproceedings{bb160449,
        AUTHOR = "Papadimitriou, D. and Jain, S.",
        TITLE = "Data-Driven Low-Rank Neural Network Compression",
        BOOKTITLE = ICIP21,
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@inproceedings{bb160450,
        AUTHOR = "Afrabandpey, H. and Muravev, A. and Tavakoli, H.R. and Zhang, H.L. and Cricri, F. and Gabbouj, M. and Aksu, E.",
        TITLE = "Mind the Structure: Adopting Structural Information for Deep Neural
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        BOOKTITLE = ICIP21,
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@inproceedings{bb160451,
        AUTHOR = "Idelbayev, Y. and Carreira Perpinan, M.A.",
        TITLE = "Beyond Flops In Low-Rank Compression of Neural Networks:
Optimizing Device-Specific Inference Runtime",
        BOOKTITLE = ICIP21,
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@inproceedings{bb160452,
        AUTHOR = "Kondratyuk, D. and Yuan, L.Z. and Li, Y.D. and Zhang, L. and Tan, M.X. and Brown, M. and Gong, B.Q.",
        TITLE = "MoViNets: Mobile Video Networks for Efficient Video Recognition",
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@inproceedings{bb160453,
        AUTHOR = "Yu, C.Q. and Xiao, B. and Gao, C.X. and Yuan, L. and Zhang, L. and Sang, N. and Wang, J.D.",
        TITLE = "Lite-HRNet: A Lightweight High-Resolution Network",
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@inproceedings{bb160454,
        AUTHOR = "Li, Y.C. and Lin, S.H. and Liu, J.Z. and Ye, Q.X. and Wang, M. and Chao, F. and Yang, F. and Ma, J.C. and Tian, Q. and Ji, R.R.",
        TITLE = "Towards Compact CNNs via Collaborative Compression",
        BOOKTITLE = CVPR21,
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@inproceedings{bb160455,
        AUTHOR = "Shen, Z.Q. and Liu, Z. and Qin, J. and Huang, L. and Cheng, K.T. and Savvides, M.",
        TITLE = "S2-BNN: Bridging the Gap Between Self-Supervised Real and 1-bit
Neural Networks via Guided Distribution Calibration",
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@inproceedings{bb160456,
        AUTHOR = "Yin, M. and Sui, Y. and Liao, S. and Yuan, B.",
        TITLE = "Towards Efficient Tensor Decomposition-Based DNN Model Compression
with Optimization Framework",
        BOOKTITLE = CVPR21,
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