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ORCIDZhiyong Yang 0001
杨智勇
Person information
- unicode name: 杨智勇
- affiliation: University of Chinese Academy of Sciences (UCAS), China
- affiliation (former): State Key Laboratory of Information Security, Institute of Information Engineering, Chinese Academy of Sciences, China
Other persons with the same name
- Zhiyong Yang — disambiguation page
- Zhiyong Yang 0002 — Tianjin University, Tianjin, China
- Zhiyong Yang 0003 — Chongqing Vocational Institute of Engineering, Chongqing, China
- Zhiyong Yang 0004
![[0000-0001-8140-0062]](https://dblp1.uni-trier.de/img/orcid-mark.12x12.png "0000-0001-8140-0062")
— University of North Carolina at Greensboro, NC, USA (and 1 more) - Zhiyong Yang 0005 — National Laboratory of Pattern Recognition, Institute of Automation, Chinese Academy of Sciences, Beijing, China
- Zhiyong Yang 0006 — Naval Aeronautical & Astronautical University, Yantai, China
- Zhiyong Yang 0007 — Wuhan University of Technology, Wuhan, China
- Zhiyong Yang 0008 — Sun Yat-sen University, Guangzhou, China
- Zhiyong Yang 0009 — Nanchang Hangkong University, Nanchang, China
- Zhiyong Yang 0010 — Brown University, Providence, RI, USA
- Zhiyong Yang 0011 — Duke University, Durham, NC, USA
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2020 – today
- 2024
[j16]Tianwei Cao, Qianqian Xu, Zhiyong Yang, Qingming Huang:
Mitigating Confounding Bias in Practical Recommender Systems With Partially Inaccessible Exposure Status. IEEE Trans. Pattern Anal. Mach. Intell. 46(2): 957-974 (2024)- [j15]Peisong Wen, Qianqian Xu, Zhiyong Yang, Yuan He, Qingming Huang:
Algorithm-Dependent Generalization of AUPRC Optimization: Theory and Algorithm. IEEE Trans. Pattern Anal. Mach. Intell. 46(7): 5062-5079 (2024) - [i28]Zhiyong Yang, Qianqian Xu, Zitai Wang, Sicong Li, Boyu Han, Shilong Bao, Xiaochun Cao, Qingming Huang:
Harnessing Hierarchical Label Distribution Variations in Test Agnostic Long-tail Recognition. CoRR abs/2405.07780 (2024) - [i27]Cong Hua, Qianqian Xu, Shilong Bao, Zhiyong Yang, Qingming Huang:
ReconBoost: Boosting Can Achieve Modality Reconcilement. CoRR abs/2405.09321 (2024) - [i26]Feiran Li, Qianqian Xu, Shilong Bao, Zhiyong Yang, Runmin Cong, Xiaochun Cao, Qingming Huang:
Size-invariance Matters: Rethinking Metrics and Losses for Imbalanced Multi-object Salient Object Detection. CoRR abs/2405.09782 (2024) - 2023
- [j14]Shilong Bao, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
Rethinking Collaborative Metric Learning: Toward an Efficient Alternative Without Negative Sampling. IEEE Trans. Pattern Anal. Mach. Intell. 45(1): 1017-1035 (2023) - [j13]Zitai Wang, Qianqian Xu, Zhiyong Yang, Yuan He, Xiaochun Cao, Qingming Huang:
Optimizing Partial Area Under the Top-k Curve: Theory and Practice. IEEE Trans. Pattern Anal. Mach. Intell. 45(4): 5053-5069 (2023) - [j12]Yangbangyan Jiang, Xiaodan Li, Yuefeng Chen, Yuan He, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
MaxMatch: Semi-Supervised Learning With Worst-Case Consistency. IEEE Trans. Pattern Anal. Mach. Intell. 45(5): 5970-5987 (2023) - [j11]Qianqian Xu, Zhiyong Yang, Yunrui Zhao, Xiaochun Cao, Qingming Huang:
Rethinking Label Flipping Attack: From Sample Masking to Sample Thresholding. IEEE Trans. Pattern Anal. Mach. Intell. 45(6): 7668-7685 (2023) - [j10]Zhiyong Yang, Qianqian Xu, Shilong Bao, Yuan He, Xiaochun Cao, Qingming Huang:
Optimizing Two-Way Partial AUC With an End-to-End Framework. IEEE Trans. Pattern Anal. Mach. Intell. 45(8): 10228-10246 (2023) - [j9]Zhiyong Yang, Qianqian Xu, Shilong Bao, Peisong Wen, Yuan He, Xiaochun Cao, Qingming Huang:
AUC-Oriented Domain Adaptation: From Theory to Algorithm. IEEE Trans. Pattern Anal. Mach. Intell. 45(12): 14161-14174 (2023) - [j8]Yangbangyan Jiang, Qianqian Xu, Yunrui Zhao, Zhiyong Yang, Peisong Wen, Xiaochun Cao, Qingming Huang:
Positive-Unlabeled Learning With Label Distribution Alignment. IEEE Trans. Pattern Anal. Mach. Intell. 45(12): 15345-15363 (2023) - [j7]Zhiyong Yang, Qianqian Xu, Wenzheng Hou, Shilong Bao, Yuan He, Xiaochun Cao, Qingming Huang:
Revisiting AUC-Oriented Adversarial Training With Loss-Agnostic Perturbations. IEEE Trans. Pattern Anal. Mach. Intell. 45(12): 15494-15511 (2023) - [c39]Huiyang Shao, Qianqian Xu, Peisong Wen, Peifeng Gao, Zhiyong Yang, Qingming Huang:
Building Bridge Across the Time: Disruption and Restoration of Murals In the Wild. ICCV 2023: 20202-20212 - [c38]Peifeng Gao, Qianqian Xu, Peisong Wen, Zhiyong Yang, Huiyang Shao, Qingming Huang:
Feature Directions Matter: Long-Tailed Learning via Rotated Balanced Representation. ICML 2023: 27542-27563 - [c37]Siran Dai, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
DRAUC: An Instance-wise Distributionally Robust AUC Optimization Framework. NeurIPS 2023 - [c36]Huiyang Shao, Qianqian Xu, Zhiyong Yang, Peisong Wen, Peifeng Gao, Qingming Huang:
Weighted ROC Curve in Cost Space: Extending AUC to Cost-Sensitive Learning. NeurIPS 2023 - [c35]Zitai Wang, Qianqian Xu, Zhiyong Yang, Yuan He, Xiaochun Cao, Qingming Huang:
A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning. NeurIPS 2023 - [i25]Peifeng Gao, Qianqian Xu, Peisong Wen, Huiyang Shao, Zhiyong Yang, Qingming Huang:
A Study of Neural Collapse Phenomenon: Grassmannian Frame, Symmetry, Generalization. CoRR abs/2304.08914 (2023) - [i24]Zitai Wang, Qianqian Xu, Zhiyong Yang, Yuan He, Xiaochun Cao, Qingming Huang:
A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning. CoRR abs/2310.04752 (2023) - [i23]Peifeng Gao, Qianqian Xu, Yibo Yang, Peisong Wen, Huiyang Shao, Zhiyong Yang, Bernard Ghanem, Qingming Huang:
Towards Demystifying the Generalization Behaviors When Neural Collapse Emerges. CoRR abs/2310.08358 (2023) - [i22]Siran Dai, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
DRAUC: An Instance-wise Distributionally Robust AUC Optimization Framework. CoRR abs/2311.03055 (2023) - 2022
- [j6]Qianqian Xu, Zhiyong Yang, Yangbangyan Jiang, Xiaochun Cao, Yuan Yao, Qingming Huang:
Not All Samples are Trustworthy: Towards Deep Robust SVP Prediction. IEEE Trans. Pattern Anal. Mach. Intell. 44(6): 3154-3169 (2022) - [j5]Zhiyong Yang, Qianqian Xu, Shilong Bao, Xiaochun Cao, Qingming Huang:
Learning With Multiclass AUC: Theory and Algorithms. IEEE Trans. Pattern Anal. Mach. Intell. 44(11): 7747-7763 (2022) - [j4]Tianwei Cao, Qianqian Xu, Zhiyong Yang, Qingming Huang:
Meta-Wrapper: Differentiable Wrapping Operator for User Interest Selection in CTR Prediction. IEEE Trans. Pattern Anal. Mach. Intell. 44(11): 8449-8464 (2022) - [c34]Zongsheng Cao, Qianqian Xu, Zhiyong Yang, Qingming Huang:
ER: Equivariance Regularizer for Knowledge Graph Completion. AAAI 2022: 5512-5520 - [c33]Zongsheng Cao, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
Geometry Interaction Knowledge Graph Embeddings. AAAI 2022: 5521-5529 - [c32]Wenzheng Hou, Qianqian Xu, Zhiyong Yang, Shilong Bao, Yuan He, Qingming Huang:
AdAUC: End-to-end Adversarial AUC Optimization Against Long-tail Problems. ICML 2022: 8903-8925 - [c31]Xuan Jiang, Zhiyong Yang, Peisong Wen, Li Su, Qingming Huang:
A Sparse-Motif Ensemble Graph Convolutional Network against Over-smoothing. IJCAI 2022: 2094-2100 - [c30]Junyu Chen, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
A Unified Framework against Topology and Class Imbalance. ACM Multimedia 2022: 180-188 - [c29]Junyu Chen, Qianqian Xu, Zhiyong Yang, Ke Ma, Xiaochun Cao, Qingming Huang:
Recurrent Meta-Learning against Generalized Cold-start Problem in CTR Prediction. ACM Multimedia 2022: 2636-2644 - [c28]Shilong Bao, Qianqian Xu, Zhiyong Yang, Yuan He, Xiaochun Cao, Qingming Huang:
The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm. NeurIPS 2022 - [c27]Zongsheng Cao, Qianqian Xu, Zhiyong Yang, Yuan He, Xiaochun Cao, Qingming Huang:
OTKGE: Multi-modal Knowledge Graph Embeddings via Optimal Transport. NeurIPS 2022 - [c26]Huiyang Shao, Qianqian Xu, Zhiyong Yang, Shilong Bao, Qingming Huang:
Asymptotically Unbiased Instance-wise Regularized Partial AUC Optimization: Theory and Algorithm. NeurIPS 2022 - [c25]Zitai Wang, Qianqian Xu, Zhiyong Yang, Yuan He, Xiaochun Cao, Qingming Huang:
OpenAUC: Towards AUC-Oriented Open-Set Recognition. NeurIPS 2022 - [c24]Peisong Wen, Qianqian Xu, Zhiyong Yang, Yuan He, Qingming Huang:
Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List Stability. NeurIPS 2022 - [i21]Shilong Bao, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
Rethinking Collaborative Metric Learning: Toward an Efficient Alternative without Negative Sampling. CoRR abs/2206.11549 (2022) - [i20]Zhiyong Yang, Qianqian Xu, Shilong Bao, Yuan He, Xiaochun Cao, Qingming Huang:
Optimizing Two-way Partial AUC with an End-to-end Framework. CoRR abs/2206.11655 (2022) - [i19]Zongsheng Cao, Qianqian Xu, Zhiyong Yang, Qingming Huang:
ER: Equivariance Regularizer for Knowledge Graph Completion. CoRR abs/2206.12142 (2022) - [i18]Wenzheng Hou, Qianqian Xu, Zhiyong Yang, Shilong Bao, Yuan He, Qingming Huang:
AdAUC: End-to-end Adversarial AUC Optimization Against Long-tail Problems. CoRR abs/2206.12169 (2022) - [i17]Zongsheng Cao, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
Geometry Interaction Knowledge Graph Embeddings. CoRR abs/2206.12418 (2022) - [i16]Tianwei Cao, Qianqian Xu, Zhiyong Yang, Qingming Huang:
Meta-Wrapper: Differentiable Wrapping Operator for User Interest Selection in CTR Prediction. CoRR abs/2206.14647 (2022) - [i15]Zitai Wang, Qianqian Xu, Zhiyong Yang, Yuan He, Xiaochun Cao, Qingming Huang:
Optimizing Partial Area Under the Top-k Curve: Theory and Practice. CoRR abs/2209.01398 (2022) - [i14]Yangbangyan Jiang, Xiaodan Li, Yuefeng Chen, Yuan He, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
MaxMatch: Semi-Supervised Learning with Worst-Case Consistency. CoRR abs/2209.12611 (2022) - [i13]Peisong Wen, Qianqian Xu, Zhiyong Yang, Yuan He, Qingming Huang:
Exploring the Algorithm-Dependent Generalization of AUPRC Optimization with List Stability. CoRR abs/2209.13262 (2022) - [i12]Shilong Bao, Qianqian Xu, Zhiyong Yang, Yuan He, Xiaochun Cao, Qingming Huang:
The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm. CoRR abs/2209.15292 (2022) - [i11]Huiyang Shao, Qianqian Xu, Zhiyong Yang, Shilong Bao, Qingming Huang:
Asymptotically Unbiased Instance-wise Regularized Partial AUC Optimization: Theory and Algorithm. CoRR abs/2210.03967 (2022) - [i10]Zitai Wang, Qianqian Xu, Zhiyong Yang, Yuan He, Xiaochun Cao, Qingming Huang:
OpenAUC: Towards AUC-Oriented Open-Set Recognition. CoRR abs/2210.13458 (2022) - 2021
- [j3]Zhiyong Yang, Qianqian Xu, Xiaochun Cao, Qingming Huang:
Task-Feature Collaborative Learning with Application to Personalized Attribute Prediction. IEEE Trans. Pattern Anal. Mach. Intell. 43(11): 4094-4110 (2021) - [c23]Qianqian Xu, Zhiyong Yang, Zuyao Chen, Yangbangyan Jiang, Xiaochun Cao, Yuan Yao, Qingming Huang:
Deep Partial Rank Aggregation for Personalized Attributes. AAAI 2021: 678-688 - [c22]Yangbangyan Jiang, Qianqian Xu, Ke Ma, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
What to Select: Pursuing Consistent Motion Segmentation from Multiple Geometric Models. AAAI 2021: 1708-1716 - [c21]Zongsheng Cao, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
Dual Quaternion Knowledge Graph Embeddings. AAAI 2021: 6894-6902 - [c20]Peisong Wen, Qianqian Xu, Yangbangyan Jiang, Zhiyong Yang, Yuan He, Qingming Huang:
Seeking the Shape of Sound: An Adaptive Framework for Learning Voice-Face Association. CVPR 2021: 16347-16356 - [c19]Zhiyong Yang, Qianqian Xu, Shilong Bao, Yuan He, Xiaochun Cao, Qingming Huang:
When All We Need is a Piece of the Pie: A Generic Framework for Optimizing Two-way Partial AUC. ICML 2021: 11820-11829 - [c18]Zitai Wang, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
Implicit Feedbacks are Not Always Favorable: Iterative Relabeled One-Class Collaborative Filtering against Noisy Interactions. ACM Multimedia 2021: 3070-3078 - [c17]Qianxiu Hao, Qianqian Xu, Zhiyong Yang, Qingming Huang:
Learning Unified Embeddings for Recommendation via Meta-path Semantics. ACM Multimedia 2021: 3909-3917 - [c16]Qianxiu Hao, Qianqian Xu, Zhiyong Yang, Qingming Huang:
Pareto Optimality for Fairness-constrained Collaborative Filtering. ACM Multimedia 2021: 5619-5627 - [c15]Peisong Wen, Qianqian Xu, Zhiyong Yang, Yuan He, Qingming Huang:
When False Positive is Intolerant: End-to-End Optimization with Low FPR for Multipartite Ranking. NeurIPS 2021: 5025-5037 - [i9]Peisong Wen, Qianqian Xu, Yangbangyan Jiang, Zhiyong Yang, Yuan He, Qingming Huang:
Seeking the Shape of Sound: An Adaptive Framework for Learning Voice-Face Association. CoRR abs/2103.07293 (2021) - [i8]Zhiyong Yang, Qianqian Xu, Shilong Bao, Xiaochun Cao, Qingming Huang:
Learning with Multiclass AUC: Theory and Algorithms. CoRR abs/2107.13171 (2021) - 2020
- [c14]Qianqian Xu, Jiechao Xiong, Zhiyong Yang, Xiaochun Cao, Qingming Huang, Yuan Yao:
Who Likes What? - SplitLBI in Exploring Preferential Diversity of Ratings. AAAI 2020: 262-269 - [c13]Tianwei Cao, Qianqian Xu, Zhiyong Yang, Qingming Huang:
Task-distribution-aware Meta-learning for Cold-start CTR Prediction. ACM Multimedia 2020: 3514-3522 - [i7]Zhiyong Yang, Qianqian Xu, Xiaochun Cao, Qingming Huang:
Task-Feature Collaborative Learning with Application to Personalized Attribute Prediction. CoRR abs/2004.13930 (2020)
2010 – 2019
- 2019
- [j2]Zhiyong Yang, Qianqian Xu, Weigang Zhang, Xiaochun Cao, Qingming Huang:
Split Multiplicative Multi-View Subspace Clustering. IEEE Trans. Image Process. 28(10): 5147-5160 (2019) - [c12]Ke Ma, Qianqian Xu, Zhiyong Yang, Xiaochun Cao:
Less but Better: Generalization Enhancement of Ordinal Embedding via Distributional Margin. AAAI 2019: 2978-2985 - [c11]Zhiyong Yang, Qianqian Xu, Xiaochun Cao, Qingming Huang:
Learning Personalized Attribute Preference via Multi-Task AUC Optimization. AAAI 2019: 5660-5667 - [c10]Qianqian Xu, Zhiyong Yang, Yangbangyan Jiang, Xiaochun Cao, Qingming Huang, Yuan Yao:
Deep Robust Subjective Visual Property Prediction in Crowdsourcing. CVPR 2019: 8993-9001 - [c9]Yangbangyan Jiang, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
Duet Robust Deep Subspace Clustering. ACM Multimedia 2019: 1596-1604 - [c8]Shilong Bao, Qianqian Xu, Ke Ma, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
Collaborative Preference Embedding against Sparse Labels. ACM Multimedia 2019: 2079-2087 - [c7]Qianqian Xu, Xinwei Sun, Zhiyong Yang, Xiaochun Cao, Qingming Huang, Yuan Yao:
iSplit LBI: Individualized Partial Ranking with Ties via Split LBI. NeurIPS 2019: 3896-3906 - [c6]Zhiyong Yang, Qianqian Xu, Yangbangyan Jiang, Xiaochun Cao, Qingming Huang:
Generalized Block-Diagonal Structure Pursuit: Learning Soft Latent Task Assignment against Negative Transfer. NeurIPS 2019: 5846-5857 - [c5]Yangbangyan Jiang, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang:
DM2C: Deep Mixed-Modal Clustering. NeurIPS 2019: 5880-5890 - [i6]Qianqian Xu, Zhiyong Yang, Yangbangyan Jiang, Xiaochun Cao, Qingming Huang, Yuan Yao:
Deep Robust Subjective Visual Property Prediction in Crowdsourcing. CoRR abs/1903.03956 (2019) - [i5]Zhiyong Yang, Qianqian Xu, Xiaochun Cao, Qingming Huang:
Learning Personalized Attribute Preference via Multi-task AUC Optimization. CoRR abs/1906.07341 (2019) - [i4]Qianqian Xu, Xinwei Sun, Zhiyong Yang, Xiaochun Cao, Qingming Huang, Yuan Yao:
iSplit LBI: Individualized Partial Ranking with Ties via Split LBI. CoRR abs/1910.05905 (2019) - 2018
- [c4]Zhiyong Yang, Qianqian Xu, Xiaochun Cao, Qingming Huang:
From Common to Special: When Multi-Attribute Learning Meets Personalized Opinions. AAAI 2018: 515-522 - [c3]Qianqian Xu, Jiechao Xiong, Xinwei Sun, Zhiyong Yang, Xiaochun Cao, Qingming Huang, Yuan Yao:
A Margin-based MLE for Crowdsourced Partial Ranking. ACM Multimedia 2018: 591-599 - [c2]Yangbangyan Jiang, Zhiyong Yang, Qianqian Xu, Xiaochun Cao, Qingming Huang:
When to Learn What: Deep Cognitive Subspace Clustering. ACM Multimedia 2018: 718-726 - [i3]Qianqian Xu, Jiechao Xiong, Xinwei Sun, Zhiyong Yang, Xiaochun Cao, Qingming Huang, Yuan Yao:
A Margin-based MLE for Crowdsourced Partial Ranking. CoRR abs/1807.11014 (2018) - [i2]Ke Ma, Qianqian Xu, Zhiyong Yang, Xiaochun Cao:
Less but Better: Generalization Enhancement of Ordinal Embedding via Distributional Margin. CoRR abs/1812.01939 (2018) - 2017
- [j1]Zhiyong Yang, Taohong Zhang, Jingcheng Lu, Dezheng Zhang, Dorothy Kalui:
Optimizing area under the ROC curve via extreme learning machines. Knowl. Based Syst. 130: 74-89 (2017) - [i1]Zhiyong Yang, Qianqian Xu, Xiaochun Cao, Qingming Huang:
From Common to Special: When Multi-Attribute Learning Meets Personalized Opinions. CoRR abs/1711.06867 (2017) - 2016
- [c1]Zhiyong Yang, Jingcheng Lu, Taohong Zhang:
Extreme Large Margin Distribution Machine and its applications for biomedical datasets. BIBM 2016: 1549-1554
Coauthor Index
[i28] [i26] [j14] [j13] [j12] [j11] [j10] [j9] [j8] [j7] [c37] [c35] [i24] [i22] [j6] [j5] [c33] [c30] [c29] [c28] [c27] [c25] [i21] [i20] [i17] [i15] [i14] [i12] [i10] [j3] [c23] [c22] [c21] [c19] [c18] [i8] [c14] [i7] [j2] [c12] [c11] [c10] [c9] [c8] [c7] [c6] [c5] [i6] [i5] [i4] [c4] [c3] [c2] [i3] [i2] [i1]
[j16] [j15] [i28] [i27] [i26] [j14] [j13] [j12] [j11] [j10] [j9] [j8] [j7] [c39] [c38] [c37] [c36] [c35] [i25] [i24] [i23] [i22] [j6] [j5] [j4] [c34] [c33] [c32] [c31] [c30] [c29] [c28] [c27] [c26] [c25] [c24] [i21] [i20] [i19] [i18] [i17] [i16] [i15] [i14] [i13] [i12] [i11] [i10] [j3] [c23] [c22] [c21] [c20] [c19] [c18] [c17] [c16] [c15] [i9] [i8] [c14] [c13] [i7] [j2] [c11] [c10] [c9] [c8] [c7] [c6] [c5] [i6] [i5] [i4] [c4] [c3] [c2] [i3] [i1]
[j16] [j15] [i28] [i27] [i26] [j14] [j13] [j12] [j11] [j10] [j9] [j8] [j7] [c39] [c38] [c37] [c36] [c35] [i25] [i24] [i23] [i22] [j6] [j5] [j4] [c34] [c33] [c32] [c30] [c29] [c28] [c27] [c26] [c25] [c24] [i21] [i20] [i19] [i18] [i17] [i16] [i15] [i14] [i13] [i12] [i11] [i10] [j3] [c23] [c22] [c21] [c20] [c19] [c18] [c17] [c16] [c15] [i9] [i8] [c14] [c13] [i7] [j2] [c12] [c11] [c10] [c9] [c8] [c7] [c6] [c5] [i6] [i5] [i4] [c4] [c3] [c2] [i3] [i2] [i1]
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