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AUTHOR = "Zhou, B. and Bau, D. and Oliva, A. and Torralba, A.B.",
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AUTHOR = "Cui, X.R. and Wang, D. and Wang, Z.J.",
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JOURNAL = MultMed,
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PAGES = "2263-2276",
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AUTHOR = "Wang, W. and Zhu, L.Q. and Guo, B.Q.",
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JOURNAL = JVCIR,
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YEAR = "2019",
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AUTHOR = "Aich, S. and Yamazaki, M. and Taniguchi, Y. and Stavness, I.",
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JOURNAL = PRL,
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AUTHOR = "Saraee, E. and Jalal, M. and Betke, M.",
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JOURNAL = CVIU,
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AUTHOR = "Xie, L. and Lee, F. and Liu, L. and Yin, Z. and Chen, Q.",
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JOURNAL = MultMed,
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PAGES = "1182-1192",
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AUTHOR = "Shi, Y.C. and Han, Y. and Zhang, Q. and Kuang, X.H.",
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JOURNAL = PR,
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AUTHOR = "Gao, X.J. and Zhang, Z. and Mu, T.T. and Zhang, X.D. and Cui, C.R. and Wang, M.",
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YEAR = "2020",
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AUTHOR = "Wang, Y. and Su, H. and Zhang, B. and Hu, X.",
TITLE = "Interpret Neural Networks by Extracting Critical Subnetworks",
JOURNAL = IP,
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AUTHOR = "Rickmann, A.M. and Roy, A.G. and Sarasua, I. and Wachinger, C.",
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JOURNAL = MedImg,
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NUMBER = "7",
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PAGES = "2461-2471",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131407"}
@inproceedings{bb135338,
AUTHOR = "Sarasua, I. and Polsterl, S. and Wachinger, C.",
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YEAR = "2020",
PAGES = "443-451",
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AUTHOR = "Wang, Y. and Su, H. and Zhang, B. and Hu, X.",
TITLE = "Learning Reliable Visual Saliency For Model Explanations",
JOURNAL = MultMed,
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AUTHOR = "Cui, X.R. and Wang, D. and Wang, Z.J.",
TITLE = "Feature-Flow Interpretation of Deep Convolutional Neural Networks",
JOURNAL = MultMed,
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AUTHOR = "Rafegas, I. and Vanrell, M. and Alexandre, L.A. and Arias, G.",
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AUTHOR = "Liu, A.S. and Liu, X.L. and Yu, H. and Zhang, C.Z. and Liu, Q. and Tao, D.C.",
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AUTHOR = "Jia, K. and Tao, D.C. and Gao, S.H. and Xu, X.M.",
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AUTHOR = "Patro, B.N. and Lunayach, M. and Namboodiri, V.P.",
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AUTHOR = "Patro, B.N. and Lunayach, M. and Patel, S. and Namboodiri, V.P.",
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AUTHOR = "Gu, R. and Wang, G. and Song, T. and Huang, R. and Aertsen, M. and Deprest, J. and Ourselin, S. and Vercauteren, T. and Zhang, S.",
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AUTHOR = "Monga, V. and Li, Y. and Eldar, Y.C.",
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Signal and Image Processing",
JOURNAL = SPMag,
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AUTHOR = "Ortiz Jimenez, G. and Modas, A. and Moosavi Dezfooli, S.M. and Frossard, P.",
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@inproceedings{bb135352,
AUTHOR = "Yuce, G. and Ortiz Jimenez, G. and Besbinar, B. and Frossard, P.",
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AUTHOR = "Feng, Z.P. and Zhu, M.Z. and Stankovic, L. and Ji, H.B.",
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SAR Image Interpretation",
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YEAR = "2021",
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AUTHOR = "Wang, D. and Cui, X.R. and Chen, X. and Ward, R. and Wang, Z.J.",
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AUTHOR = "Yang, Z.B. and Zhang, A. and Sudjianto, A.",
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JOURNAL = PR,
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AUTHOR = "Bai, X. and Wang, X. and Liu, X.L. and Liu, Q. and Song, J.K. and Sebe, N. and Kim, B.",
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AUTHOR = "Zhang, Q.S. and Wang, X. and Wu, Y.N. and Zhou, H.L. and Zhu, S.C.",
TITLE = "Interpretable CNNs for Object Classification",
JOURNAL = PAMI,
VOLUME = "43",
YEAR = "2021",
NUMBER = "10",
MONTH = "October",
PAGES = "3416-3431",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131429"}
@article{bb135360,
AUTHOR = "Ivanovs, M. and Kadikis, R. and Ozols, K.",
TITLE = "Perturbation-based methods for explaining deep neural networks:
A survey",
JOURNAL = PRL,
VOLUME = "150",
YEAR = "2021",
PAGES = "228-234",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131430"}
@article{bb135361,
AUTHOR = "Zhu, S. and Yang, T. and Chen, C.",
TITLE = "Visual Explanation for Deep Metric Learning",
JOURNAL = IP,
VOLUME = "30",
YEAR = "2021",
PAGES = "7593-7607",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131431"}
@article{bb135362,
AUTHOR = "Cui, Y. and Du, Y.T. and Wang, X. and Wang, H. and Su, C.",
TITLE = "Leveraging attention-based visual clue extraction for image
classification",
JOURNAL = IET-IPR,
VOLUME = "15",
YEAR = "2021",
NUMBER = "12",
PAGES = "2937-2947",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131432"}
@article{bb135363,
AUTHOR = "Dombrowski, A.K. and Anders, C.J. and Muller, K.R. and Kessel, P.",
TITLE = "Towards robust explanations for deep neural networks",
JOURNAL = PR,
VOLUME = "121",
YEAR = "2022",
PAGES = "108194",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131433"}
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AUTHOR = "Zhang, Q.S. and Wang, X. and Cao, R.M. and Wu, Y.N. and Shi, F. and Zhu, S.C.",
TITLE = "Extraction of an Explanatory Graph to Interpret a CNN",
JOURNAL = PAMI,
VOLUME = "43",
YEAR = "2021",
NUMBER = "11",
MONTH = "November",
PAGES = "3863-3877",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131434"}
@article{bb135365,
AUTHOR = "Losch, M.M. and Fritz, M. and Schiele, B.",
TITLE = "Semantic Bottlenecks: Quantifying and Improving Inspectability of Deep
Representations",
JOURNAL = IJCV,
VOLUME = "129",
YEAR = "2021",
NUMBER = "11",
MONTH = "November",
PAGES = "3136-3153",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131435"}
@inproceedings{bb135366,
AUTHOR = "Schiele, B. and Fritz, M. and Losch, M.M.",
TITLE = "Semantic Bottlenecks: Quantifying and Improving Inspectability of Deep
Representations",
BOOKTITLE = GCPR20,
YEAR = "2020",
PAGES = "15-29",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131435"}
@article{bb135367,
AUTHOR = "Kook, L. and Herzog, L. and Hothorn, T. and Durr, O. and Sick, B.",
TITLE = "Deep and interpretable regression models for ordinal outcomes",
JOURNAL = PR,
VOLUME = "122",
YEAR = "2022",
PAGES = "108263",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131436"}
@article{bb135368,
AUTHOR = "Kim, J. and Kim, S. and Kim, S.T. and Ro, Y.M.",
TITLE = "Robust Perturbation for Visual Explanation: Cross-Checking Mask
Optimization to Avoid Class Distortion",
JOURNAL = IP,
VOLUME = "31",
YEAR = "2022",
PAGES = "301-313",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131437"}
@article{bb135369,
AUTHOR = "Sokolovska, N. and Behbahani, Y.M.",
TITLE = "Vanishing boosted weights: A consistent algorithm to learn
interpretable rules",
JOURNAL = PRL,
VOLUME = "152",
YEAR = "2021",
PAGES = "63-69",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131438"}
@article{bb135370,
AUTHOR = "Shin, S. and Kim, Y.J. and Yoon, J.W.",
TITLE = "A new approach to training more interpretable model with additional
segmentation",
JOURNAL = PRL,
VOLUME = "152",
YEAR = "2021",
PAGES = "188-194",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131439"}
@article{bb135371,
AUTHOR = "Narwaria, M.",
TITLE = "Does explainable machine learning uncover the black box in vision
applications?",
JOURNAL = IVC,
VOLUME = "118",
YEAR = "2022",
PAGES = "104353",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131440"}
@article{bb135372,
AUTHOR = "Yuan, H. and Cai, L. and Hu, X. and Wang, J. and Ji, S.W.",
TITLE = "Interpreting Image Classifiers by Generating Discrete Masks",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "4",
MONTH = "April",
PAGES = "2019-2030",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131441"}
@article{bb135373,
AUTHOR = "Ben Sahel, Y. and Bryan, J.P. and Cleary, B. and Farhi, S.L. and Eldar, Y.C.",
TITLE = "Deep Unrolled Recovery in Sparse Biological Imaging:
Achieving fast, accurate results",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "2",
MONTH = "March",
PAGES = "45-57",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131442"}
@article{bb135374,
AUTHOR = "Cheng, L. and Fang, P.F. and Liang, Y.J. and Zhang, L. and Shen, C.H. and Wang, H.Z.",
TITLE = "TSGB: Target-Selective Gradient Backprop for Probing CNN Visual
Saliency",
JOURNAL = IP,
VOLUME = "31",
YEAR = "2022",
PAGES = "2529-2540",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131443"}
@article{bb135375,
AUTHOR = "Fu, W.J. and Wang, M. and Du, M.N. and Liu, N.H. and Hao, S.J. and Hu, X.",
TITLE = "Differentiated Explanation of Deep Neural Networks With Skewed
Distributions",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "6",
MONTH = "June",
PAGES = "2909-2922",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131444"}
@article{bb135376,
AUTHOR = "Muddamsetty, S.M. and Jahromi, M.N.S. and Ciontos, A.E. and Fenoy, L.M. and Moeslund, T.B.",
TITLE = "Visual explanation of black-box model:
Similarity Difference and Uniqueness (SIDU) method",
JOURNAL = PR,
VOLUME = "127",
YEAR = "2022",
PAGES = "108604",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131445"}
@article{bb135377,
AUTHOR = "Zheng, T.Y. and Wang, Q. and Shen, Y. and Ma, X. and Lin, X.T.",
TITLE = "High-resolution rectified gradient-based visual explanations for
weakly supervised segmentation",
JOURNAL = PR,
VOLUME = "129",
YEAR = "2022",
PAGES = "108724",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131446"}
@article{bb135378,
AUTHOR = "Cooper, J. and Arandjelovic, O. and Harrison, D.J.",
TITLE = "Believe the HiPe: Hierarchical perturbation for fast, robust, and
model-agnostic saliency mapping",
JOURNAL = PR,
VOLUME = "129",
YEAR = "2022",
PAGES = "108743",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131447"}
@article{bb135379,
AUTHOR = "Mochaourab, R. and Venkitaraman, A. and Samsten, I. and Papapetrou, P. and Rojas, C.R.",
TITLE = "Post Hoc Explainability for Time Series Classification:
Toward a signal processing perspective",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "119-129",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131448"}
@article{bb135380,
AUTHOR = "Ho, T.K. and Luo, Y.F. and Guido, R.C.",
TITLE = "Explainability of Methods for Critical Information Extraction From
Clinical Documents: A survey of representative works",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "96-106",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131449"}
@article{bb135381,
AUTHOR = "Letzgus, S. and Wagner, P. and Lederer, J. and Samek, W. and Muller, K.R. and Montavon, G.",
TITLE = "Toward Explainable Artificial Intelligence for Regression Models: A
methodological perspective",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "40-58",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131450"}
@article{bb135382,
AUTHOR = "AlRegib, G. and Prabhushankar, M.",
TITLE = "Explanatory Paradigms in Neural Networks: Towards relevant and
contextual explanations",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "59-72",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131451"}
@article{bb135383,
AUTHOR = "Nielsen, I.E. and Dera, D. and Rasool, G. and Ramachandran, R.P. and Bouaynaya, N.C.",
TITLE = "Robust Explainability: A tutorial on gradient-based attribution
methods for deep neural networks",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "73-84",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131452"}
@article{bb135384,
AUTHOR = "Das, P. and Varshney, L.R.",
TITLE = "Explaining Artificial Intelligence Generation and Creativity: Human
interpretability for novel ideas and artifacts",
JOURNAL = SPMag,
VOLUME = "39",
YEAR = "2022",
NUMBER = "4",
MONTH = "July",
PAGES = "85-95",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131453"}
@article{bb135385,
AUTHOR = "Shi, R. and Li, T.X. and Yamaguchi, Y.S.",
TITLE = "Output-targeted baseline for neuron attribution calculation",
JOURNAL = IVC,
VOLUME = "124",
YEAR = "2022",
PAGES = "104516",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131454"}
@article{bb135386,
AUTHOR = "Huang, Z.L. and Yao, X. and Liu, Y. and Dumitru, C.O. and Datcu, M. and Han, J.W.",
TITLE = "Physically explainable CNN for SAR image classification",
JOURNAL = PandRS,
VOLUME = "190",
YEAR = "2022",
PAGES = "25-37",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131455"}
@article{bb135387,
AUTHOR = "Guo, X.P. and Hou, B. and Wu, Z.T. and Ren, B. and Wang, S. and Jiao, L.C.",
TITLE = "Prob-POS: A Framework for Improving Visual Explanations from
Convolutional Neural Networks for Remote Sensing Image Classification",
JOURNAL = RS,
VOLUME = "14",
YEAR = "2022",
NUMBER = "13",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131456"}
@article{bb135388,
AUTHOR = "Temenos, A. and Tzortzis, I.N. and Kaselimi, M. and Rallis, I. and Doulamis, A. and Doulamis, N.",
TITLE = "Novel Insights in Spatial Epidemiology Utilizing Explainable AI (XAI)
and Remote Sensing",
JOURNAL = RS,
VOLUME = "14",
YEAR = "2022",
NUMBER = "13",
PAGES = "xx-yy",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131457"}
@article{bb135389,
AUTHOR = "Corbiere, C. and Thome, N. and Saporta, A. and Vu, T.H. and Cord, M. and Perez, P.",
TITLE = "Confidence Estimation via Auxiliary Models",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "10",
MONTH = "October",
PAGES = "6043-6055",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131458"}
@article{bb135390,
AUTHOR = "Ye, F. and Bors, A.G.",
TITLE = "Lifelong Teacher-Student Network Learning",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "10",
MONTH = "October",
PAGES = "6280-6296",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131459"}
@inproceedings{bb135391,
AUTHOR = "Ye, F. and Bors, A.G.",
TITLE = "Learning Latent Representations Across Multiple Data Domains Using
Lifelong VaeGAN",
BOOKTITLE = ECCV20,
YEAR = "2020",
PAGES = "XX:777-795",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131460"}
@article{bb135392,
AUTHOR = "Dietterich, T.G. and Guyer, A.",
TITLE = "The familiarity hypothesis:
Explaining the behavior of deep open set methods",
JOURNAL = PR,
VOLUME = "132",
YEAR = "2022",
PAGES = "108931",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131461"}
@article{bb135393,
AUTHOR = "Jung, H.G. and Kang, S.H. and Kim, H.D. and Won, D.O. and Lee, S.W.",
TITLE = "Counterfactual explanation based on gradual construction for deep
networks",
JOURNAL = PR,
VOLUME = "132",
YEAR = "2022",
PAGES = "108958",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131462"}
@article{bb135394,
AUTHOR = "Schnake, T. and Eberle, O. and Lederer, J. and Nakajima, S. and Schutt, K.T. and Muller, K.R. and Montavon, G.",
TITLE = "Higher-Order Explanations of Graph Neural Networks via Relevant Walks",
JOURNAL = PAMI,
VOLUME = "44",
YEAR = "2022",
NUMBER = "11",
MONTH = "November",
PAGES = "7581-7596",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131463"}
@article{bb135395,
AUTHOR = "Giryes, R.",
TITLE = "A Function Space Analysis of Finite Neural Networks With Insights
From Sampling Theory",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "1",
MONTH = "January",
PAGES = "27-37",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131464"}
@article{bb135396,
AUTHOR = "Fu, Y.W. and Liu, C. and Li, D.H. and Zhong, Z. and Sun, X.W. and Zeng, J.S. and Yao, Y.",
TITLE = "Exploring Structural Sparsity of Deep Networks Via Inverse Scale
Spaces",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "2",
MONTH = "February",
PAGES = "1749-1765",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131465"}
@article{bb135397,
AUTHOR = "Wang, X. and Wu, Y.X. and Zhang, A. and Feng, F. and He, X.N. and Chua, T.S.",
TITLE = "Reinforced Causal Explainer for Graph Neural Networks",
JOURNAL = PAMI,
VOLUME = "45",
YEAR = "2023",
NUMBER = "2",
MONTH = "February",
PAGES = "2297-2309",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131466"}
@article{bb135398,
AUTHOR = "Gautam, S. and Hohne, M.M.C. and Hansen, S. and Jenssen, R. and Kampffmeyer, M.",
TITLE = "This looks More Like that: Enhancing Self-Explaining Models by
Prototypical Relevance Propagation",
JOURNAL = PR,
VOLUME = "136",
YEAR = "2023",
PAGES = "109172",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131467"}
@article{bb135399,
AUTHOR = "Sousa, E.V. and Vasconcelos, C.N. and Fernandes, L.A.F.",
TITLE = "An analysis of ConformalLayers' robustness to corruptions in natural
images",
JOURNAL = PRL,
VOLUME = "166",
YEAR = "2023",
PAGES = "190-197",
BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652exp1.html#TT131468"}
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