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Yue Wu 0001
Person information
- affiliation: University of Southern California, Information Science Institute, Marina del Rey, CA, USA
- affiliation (former): Raytheon BBN Technologies, Speech, Language, and Multimedia Business Unit, Cambridge, MA, USA
- affiliation (PhD 2012): Tufts University, Department of Electrical and Computer Engineering, Medford, MA, USA
Other persons with the same name
- Yue Wu — disambiguation page
- Yue Wu 0002 — Rensselaer Polytechnic Institut, ECSE Department, Troy, NY, USA
- Yue Wu 0003 — University of Sheffield, Department of Electronic and Electrical Engineering, UK
- Yue Wu 0004 — Xidian University, International Research Center for Intelligent Perception and Computation, MoE Key Laboratory of Intelligent Perception and Image Understanding, Xi'an, China
- Yue Wu 0005 — Tsinghua University, Department of Electronic Engineering, TNList, Beijing, China
- Yue Wu 0006 — National University of Defense Technology, College of Information System and Management, Changsha, China
- Yue Wu 0007 — Hunan University, College of Electrical and Information Engineering, Changsha, China (and 1 more)
- Yue Wu 0008 — Northeastern University, Boston, MA, USA
- Yue Wu 0009 — Los Alamos National Laboratory, Earth and Environmental Sciences Division, Los Alamos, NM, USA
- Yue Wu 0010 — Shanghai Jiaotong University, National Engineering Laboratory of Information Content Analysis, Shanghai, China
- Yue Wu 0011 — UCLA, CA, USA (and 1 more)
- Yue Wu 0012 — Hong Kong University of Science and Technology, Hong Kong, SAR, China
- Yue Wu 0013 — University of the Chinese Academy of Sciences, Institute of Computing Technology, Shenzhen, China
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2020 – today
- 2024
- [j19]Zheng Zhou, Yue Wu, Yicong Zhou:
Consistent Arbitrary Style Transfer Using Consistency Training and Self-Attention Module. IEEE Trans. Neural Networks Learn. Syst. 35(11): 16845-16856 (2024) - [c47]Yue Wu, Xuan Tang, Tom M. Mitchell, Yuanzhi Li:
SmartPlay : A Benchmark for LLMs as Intelligent Agents. ICLR 2024 - [i32]Yue Wu, Yewen Fan, So Yeon Min, Shrimai Prabhumoye, Stephen McAleer, Yonatan Bisk, Ruslan Salakhutdinov, Yuanzhi Li, Tom M. Mitchell:
AgentKit: Flow Engineering with Graphs, not Coding. CoRR abs/2404.11483 (2024) - 2023
- [c46]Jiaxin Cheng, Yue Wu, Ayush Jaiswal, Xu Zhang, Pradeep Natarajan, Prem Natarajan:
User-Controllable Arbitrary Style Transfer via Entropy Regularization. AAAI 2023: 433-441 - [c45]Minji Yoon, Yue Wu, John Palowitch, Bryan Perozzi, Russ Salakhutdinov:
Graph Generative Model for Benchmarking Graph Neural Networks. ICML 2023: 40175-40198 - [c44]Yue Wu, Yewen Fan, Paul Pu Liang, Amos Azaria, Yuanzhi Li, Tom M. Mitchell:
Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals. NeurIPS 2023 - [c43]Yue Wu, So Yeon Min, Shrimai Prabhumoye, Yonatan Bisk, Russ Salakhutdinov, Amos Azaria, Tom M. Mitchell, Yuanzhi Li:
SPRING: Studying Papers and Reasoning to play Games. NeurIPS 2023 - [i31]Yue Wu, Yewen Fan, Paul Pu Liang, Amos Azaria, Yuanzhi Li, Tom M. Mitchell:
Read and Reap the Rewards: Learning to Play Atari with the Help of Instruction Manuals. CoRR abs/2302.04449 (2023) - [i30]Yue Wu, So Yeon Min, Yonatan Bisk, Ruslan Salakhutdinov, Amos Azaria, Yuanzhi Li, Tom M. Mitchell, Shrimai Prabhumoye:
Plan, Eliminate, and Track - Language Models are Good Teachers for Embodied Agents. CoRR abs/2305.02412 (2023) - [i29]Yue Wu, Shrimai Prabhumoye, So Yeon Min, Yonatan Bisk, Ruslan Salakhutdinov, Amos Azaria, Tom M. Mitchell, Yuanzhi Li:
SPRING: GPT-4 Out-performs RL Algorithms by Studying Papers and Reasoning. CoRR abs/2305.15486 (2023) - [i28]Yue Wu, Xuan Tang, Tom M. Mitchell, Yuanzhi Li:
SmartPlay : A Benchmark for LLMs as Intelligent Agents. CoRR abs/2310.01557 (2023) - 2022
- [j18]Zheng Zhou, Yue Wu, Xiaofei Yang, Yicong Zhou:
Neural Style Transfer With Adaptive Auto-Correlation Alignment Loss. IEEE Signal Process. Lett. 29: 1027-1031 (2022) - [c42]Yu Yang, Aayush Gupta, Jianwei Feng, Prateek Singhal, Vivek Yadav, Yue Wu, Pradeep Natarajan, Varsha Hedau, Jungseock Joo:
Enhancing Fairness in Face Detection in Computer Vision Systems by Demographic Bias Mitigation. AIES 2022: 813-822 - [c41]Jianhang Chen, Xu Zhang, Yue Wu, Shalini Ghosh, Pradeep Natarajan, Shih-Fu Chang, Jan P. Allebach:
One-Stage Object Referring with Gaze Estimation. CVPR Workshops 2022: 5017-5026 - [c40]Sonam Goenka, Zhaoheng Zheng, Ayush Jaiswal, Rakesh Chada, Yue Wu, Varsha Hedau, Pradeep Natarajan:
FashionVLP: Vision Language Transformer for Fashion Retrieval with Feedback. CVPR 2022: 14085-14095 - [c39]Jiawei Ma, Xu Zhang, Yue Wu, Varsha Hedau, Shih-Fu Chang:
Few-Shot Gaze Estimation with Model Offset Predictors. ICASSP 2022: 4893-4897 - [i27]Minji Yoon, Yue Wu, John Palowitch, Bryan Perozzi, Ruslan Salakhutdinov:
Scalable Privacy-enhanced Benchmark Graph Generative Model for Graph Convolutional Networks. CoRR abs/2207.04396 (2022) - 2021
- [j17]Yang Wang, Tieshan Li, Yue Wu, Ximing Yang, C. L. Philip Chen, Yue Long, Zhixin Yang, Jun Ning:
L∞ Fault Estimation and Fault-Tolerant Control for Nonlinear Systems by T-S Fuzzy Model Method with Local Nonlinear Models. Int. J. Fuzzy Syst. 23(6): 1714-1727 (2021) - [j16]Shun Yang, Weiwei Bai, Tieshan Li, Quan Shi, Yue Yang, Yue Wu, C. L. Philip Chen:
Neural-network-based formation control with collision, obstacle avoidance and connectivity maintenance for a class of second-order nonlinear multi-agent systems. Neurocomputing 439: 243-255 (2021) - [c38]Jiaxin Cheng, Ayush Jaiswal, Yue Wu, Pradeep Natarajan, Prem Natarajan:
Style-Aware Normalized Loss for Improving Arbitrary Style Transfer. CVPR 2021: 134-143 - [c37]Aayush Gupta, Ayush Jaiswal, Yue Wu, Vivek Yadav, Pradeep Natarajan:
Adversarial Mask Generation for Preserving Visual Privacy. FG 2021: 1-5 - [c36]Deng Li, Yue Wu, Yicong Zhou:
SauvolaNet: Learning Adaptive Sauvola Network for Degraded Document Binarization. ICDAR (4) 2021: 538-553 - [c35]Deng Li, Yue Wu, Yicong Zhou:
Linecounter: Learning Handwritten Text Line Segmentation By Counting. ICIP 2021: 929-933 - [c34]Yao-Hung Hubert Tsai, Yue Wu, Ruslan Salakhutdinov, Louis-Philippe Morency:
Self-supervised Learning from a Multi-view Perspective. ICLR 2021 - [c33]Yue Wu, Shuangfei Zhai, Nitish Srivastava, Joshua M. Susskind, Jian Zhang, Ruslan Salakhutdinov, Hanlin Goh:
Uncertainty Weighted Actor-Critic for Offline Reinforcement Learning. ICML 2021: 11319-11328 - [c32]Ayush Jaiswal, Yue Wu, Pradeep Natarajan, Premkumar Natarajan:
Class-agnostic Object Detection. WACV 2021: 918-927 - [i26]Jiaxin Cheng, Ayush Jaiswal, Yue Wu, Pradeep Natarajan, Prem Natarajan:
Style-Aware Normalized Loss for Improving Arbitrary Style Transfer. CoRR abs/2104.10064 (2021) - [i25]Deng Li, Yue Wu, Yicong Zhou:
SauvolaNet: Learning Adaptive Sauvola Network for Degraded Document Binarization. CoRR abs/2105.05521 (2021) - [i24]Yue Wu, Shuangfei Zhai, Nitish Srivastava, Joshua M. Susskind, Jian Zhang, Ruslan Salakhutdinov, Hanlin Goh:
Uncertainty Weighted Actor-Critic for Offline Reinforcement Learning. CoRR abs/2105.08140 (2021) - [i23]Deng Li, Yue Wu, Yicong Zhou:
LineCounter: Learning Handwritten Text Line Segmentation by Counting. CoRR abs/2105.11307 (2021) - 2020
- [j15]Yifan Liu, Tieshan Li, Qi-He Shan, Renhai Yu, Yue Wu, C. L. Philip Chen:
Online optimal consensus control of unknown linear multi-agent systems via time-based adaptive dynamic programming. Neurocomputing 404: 137-144 (2020) - [c31]QuangDuy Nguyen, Tieshan Li, Renhai Yu, Qi-He Shan, Yue Wu, Jun Ning:
An LQG Optimal Linear Controller for Fin Stabilizer System of Marine Vessels. ICSSE 2020: 1-6 - [c30]Ayush Jaiswal, Simranjit Singh, Yue Wu, Pradeep Natarajan, Premkumar Natarajan:
Keypoints-aware Object Detection. Preregister@NeurIPS 2020: 62-72 - [i22]Yao-Hung Hubert Tsai, Yue Wu, Ruslan Salakhutdinov, Louis-Philippe Morency:
Demystifying Self-Supervised Learning: An Information-Theoretical Framework. CoRR abs/2006.05576 (2020) - [i21]Shangda Li, Devendra Singh Chaplot, Yao-Hung Hubert Tsai, Yue Wu, Louis-Philippe Morency, Ruslan Salakhutdinov:
Unsupervised Domain Adaptation for Visual Navigation. CoRR abs/2010.14543 (2020) - [i20]Ayush Jaiswal, Yue Wu, Pradeep Natarajan, Premkumar Natarajan:
Class-agnostic Object Detection. CoRR abs/2011.14204 (2020)
2010 – 2019
- 2019
- [j14]Iacopo Masi, Feng-Ju Chang, Jongmoo Choi, Shai Harel, Jungyeon Kim, KangGeon Kim, Jatuporn Toy Leksut, Stephen Rawls, Yue Wu, Tal Hassner, Wael AbdAlmageed, Gérard G. Medioni, Louis-Philippe Morency, Prem Natarajan, Ram Nevatia:
Learning Pose-Aware Models for Pose-Invariant Face Recognition in the Wild. IEEE Trans. Pattern Anal. Mach. Intell. 41(2): 379-393 (2019) - [c29]Yue Wu, Wael AbdAlmageed, Premkumar Natarajan:
ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features. CVPR 2019: 9543-9552 - [c28]Ayush Jaiswal, Yue Wu, Wael AbdAlmageed, Iacopo Masi, Premkumar Natarajan:
AIRD: Adversarial Learning Framework for Image Repurposing Detection. CVPR 2019: 11330-11339 - [c27]Jiaxin Cheng, Yue Wu, Wael AbdAlmageed, Premkumar Natarajan:
QATM: Quality-Aware Template Matching for Deep Learning. CVPR 2019: 11553-11562 - [c26]Xiangyang Shi, Yue Wu, Huaigu Cao, Gully Burns, Prem Natarajan:
Layout-aware Subfigure Decomposition for Complex Figures in the Biomedical Literature. ICASSP 2019: 1343-1347 - [c25]Jiaxin Cheng, Achin Gupta, Yue Wu, Premkumar Natarajan:
A Study of Script Language Effects in Deep Neural-Network-Based Scene Text Detection. ICDAR 2019: 1451-1457 - [i19]Ayush Jaiswal, Yue Wu, Wael AbdAlmageed, Iacopo Masi, Premkumar Natarajan:
AIRD: Adversarial Learning Framework for Image Repurposing Detection. CoRR abs/1903.00788 (2019) - [i18]Jiaxin Cheng, Yue Wu, Wael Abd-Almageed, Premkumar Natarajan:
QATM: Quality-Aware Template Matching For Deep Learning. CoRR abs/1903.07254 (2019) - [i17]Ayush Jaiswal, Rex Yue Wu, Wael AbdAlmageed, Premkumar Natarajan:
Unified Adversarial Invariance. CoRR abs/1905.03629 (2019) - 2018
- [j13]Yue Wu, Tal Hassner, KangGeon Kim, Gérard G. Medioni, Prem Natarajan:
Facial Landmark Detection with Tweaked Convolutional Neural Networks. IEEE Trans. Pattern Anal. Mach. Intell. 40(12): 3067-3074 (2018) - [j12]Zhongyun Hua, Shuang Yi, Yicong Zhou, Chengqing Li, Yue Wu:
Designing Hyperchaotic Cat Maps With Any Desired Number of Positive Lyapunov Exponents. IEEE Trans. Cybern. 48(2): 463-473 (2018) - [c24]Ayush Jaiswal, Wael AbdAlmageed, Yue Wu, Premkumar Natarajan:
Bidirectional Conditional Generative Adversarial Networks. ACCV (3) 2018: 216-232 - [c23]Zekun Li, Yue Wu, Wael Abd-Almageed, Prem Natarajan:
Weighted Feature Pooling Network in Template-Based Recognition. ACCV (5) 2018: 436-451 - [c22]Jiaxin Cheng, Yue Wu, Wael Abd-Almageed, Prem Natarajan:
Image-to-GPS Verification Through a Bottom-Up Pattern Matching Network. ACCV (5) 2018: 546-561 - [c21]Yue Wu, Wael Abd-Almageed, Prem Natarajan:
BusterNet: Detecting Copy-Move Image Forgery with Source/Target Localization. ECCV (6) 2018: 170-186 - [c20]Ayush Jaiswal, Wael AbdAlmageed, Yue Wu, Premkumar Natarajan:
CapsuleGAN: Generative Adversarial Capsule Network. ECCV Workshops (3) 2018: 526-535 - [c19]Ekraam Sabir, Wael AbdAlmageed, Yue Wu, Prem Natarajan:
Deep Multimodal Image-Repurposing Detection. ACM Multimedia 2018: 1337-1345 - [c18]Ayush Jaiswal, Rex Yue Wu, Wael Abd-Almageed, Prem Natarajan:
Unsupervised Adversarial Invariance. NeurIPS 2018: 5097-5107 - [c17]Gully Burns, Xiangyang Shi, Yue Wu, Huaigu Cao, Premkumar Natarajan:
Towards Evidence Extraction : Analysis of Scientific Figures from Studies of Molecular Interactions. SemSci@ISWC 2018: 34-42 - [c16]Gully Burns, Xiangyang Shi, Yue Wu, Huaigu Cao, Prem Natarajan:
Towards Evidence Extraction: Analysis of Scientific Figures from Studies of Molecular Interactions. ISWC (Best Workshop Papers) 2018: 95-102 - [c15]Iacopo Masi, Yue Wu, Tal Hassner, Prem Natarajan:
Deep Face Recognition: A Survey. SIBGRAPI 2018: 471-478 - [c14]Yue Wu, Wael Abd-Almageed, Prem Natarajan:
Image Copy-Move Forgery Detection via an End-to-End Deep Neural Network. WACV 2018: 1907-1915 - [i16]Ekraam Sabir, Wael AbdAlmageed, Yue Wu, Prem Natarajan:
Deep Multimodal Image-Repurposing Detection. CoRR abs/1808.06686 (2018) - [i15]Ayush Jaiswal, Yue Wu, Wael AbdAlmageed, Premkumar Natarajan:
Unsupervised Adversarial Invariance. CoRR abs/1809.10083 (2018) - [i14]Jiaxin Cheng, Yue Wu, Wael Abd-Almageed, Prem Natarajan:
Image-to-GPS Verification Through A Bottom-Up Pattern Matching Network. CoRR abs/1811.07288 (2018) - 2017
- [c13]Yue Wu, Wael Abd-Almageed, Stephen Rawls, Premkumar Natarajan:
EPAT: Euclidean Perturbation Analysis and Transform - An Agnostic Data Adaptation Framework for Improving Facial Landmark Detectors. FG 2017: 222-229 - [c12]Yue Wu, Prem Natarajan:
Self-Organized Text Detection with Minimal Post-processing via Border Learning. ICCV 2017: 5010-5019 - [c11]Yue Wu, Wael Abd-Almageed, Prem Natarajan:
Deep Matching and Validation Network: An End-to-End Solution to Constrained Image Splicing Localization and Detection. ACM Multimedia 2017: 1480-1502 - [i13]Yue Wu, Wael Abd-Almageed, Prem Natarajan:
Deep Matching and Validation Network - An End-to-End Solution to Constrained Image Splicing Localization and Detection. CoRR abs/1705.09765 (2017) - [i12]Ayush Jaiswal, Wael Abd-Almageed, Yue Wu, Premkumar Natarajan:
Bidirectional Conditional Generative Adversarial Networks. CoRR abs/1711.07461 (2017) - 2016
- [j11]Yue Wu, Yicong Zhou, Sos S. Agaian, Joseph P. Noonan:
2D Sudoku associated bijections for image scrambling. Inf. Sci. 327: 91-109 (2016) - [j10]Yue Wu, Zhongyun Hua, Yicong Zhou:
n-Dimensional Discrete Cat Map Generation Using Laplace Expansions. IEEE Trans. Cybern. 46(11): 2622-2633 (2016) - [c10]Yue Wu, Premkumar Natarajan, Stephen Rawls, Wael Abd-Almageed:
Learning document image binarization from data. ICIP 2016: 3763-3767 - [c9]Yue Wu, Wael Abd-Almageed, Stephen Rawls, Prem Natarajan:
Computationally efficient template-based face recognition. ICPR 2016: 1424-1429 - [c8]Wael Abd-Almageed, Yue Wu, Stephen Rawls, Shai Harel, Tal Hassner, Iacopo Masi, Jongmoo Choi, Jatuporn Toy Leksut, Jungyeon Kim, Prem Natarajan, Ram Nevatia, Gérard G. Medioni:
Face recognition using deep multi-pose representations. WACV 2016: 1-9 - [i11]Wael Abd-Almageed, Yue Wu, Stephen Rawls, Shai Harel, Tal Hassner, Iacopo Masi, Jongmoo Choi, Jatuporn Toy Leksut, Jungyeon Kim, Prem Natarajan, Ram Nevatia, Gérard G. Medioni:
Face Recognition Using Deep Multi-Pose Representations. CoRR abs/1603.07388 (2016) - 2015
- [i10]Yue Wu, Stephen Rawls, Wael Abd-Almageed, Premkumar Natarajan:
Learning Document Image Binarization from Data. CoRR abs/1505.00529 (2015) - [i9]Yue Wu, Tal Hassner:
Facial Landmark Detection with Tweaked Convolutional Neural Networks. CoRR abs/1511.04031 (2015) - 2014
- [j9]Yue Wu, Yicong Zhou, Joseph P. Noonan, Sos S. Agaian:
Design of image cipher using latin squares. Inf. Sci. 264: 317-339 (2014) - [j8]Yue Wu, Yicong Zhou, Sos S. Agaian, Joseph P. Noonan:
A symmetric image cipher using wave perturbations. Signal Process. 102: 122-131 (2014) - [j7]Yue Wu, Brian H. Tracey, Premkumar Natarajan, Joseph P. Noonan:
Fast blockwise SURE shrinkage for image denoising. Signal Process. 103: 45-59 (2014) - [j6]Brian H. Tracey, Eric L. Miller, Yue Wu, Pradeep Natarajan, Joseph P. Noonan:
A constrained optimization approach to combining multiple non-local means denoising estimates. Signal Process. 103: 60-68 (2014) - [j5]Yue Wu, Yicong Zhou, Long Bao:
Discrete Wheel-Switching Chaotic System and Applications. IEEE Trans. Circuits Syst. I Regul. Pap. 61-I(12): 3469-3477 (2014) - [c7]Yue Wu, Shengxin Zha, Huaigu Cao, Daben Liu, Premkumar Natarajan:
A Markov chain based line segmentation framework for handwritten character recognition. DRR 2014: 90210C-90210C-12 - [c6]Jinying Chen, Yue Wu, Huaigu Cao, Prem Natarajan:
Confusion Network Based Recurrent Neural Network Language Modeling for Chinese OCR Error Detection. ICPR 2014: 1266-1271 - 2013
- [j4]Yue Wu, Yicong Zhou, George Saveriades, Sos S. Agaian, Joseph P. Noonan, Premkumar Natarajan:
Local Shannon entropy measure with statistical tests for image randomness. Inf. Sci. 222: 323-342 (2013) - [j3]Yue Wu, Brian Tracey, Premkumar Natarajan, Joseph P. Noonan:
James-Stein Type Center Pixel Weights for Non-Local Means Image Denoising. IEEE Signal Process. Lett. 20(4): 411-414 (2013) - [j2]Yue Wu, Brian Tracey, Premkumar Natarajan, Joseph P. Noonan:
Probabilistic Non-Local Means. IEEE Signal Process. Lett. 20(8): 763-766 (2013) - [i8]Yue Wu, Brian Tracey, Premkumar Natarajan, Joseph P. Noonan:
Probabilistic Non-Local Means. CoRR abs/1302.5762 (2013) - [i7]Yue Wu, Brian Tracey, Premkumar Natarajan, Joseph P. Noonan:
Blockwise SURE Shrinkage for Non-Local Means. CoRR abs/1305.4298 (2013) - 2012
- [j1]Yue Wu, Gelan Yang, Huixia Jin, Joseph P. Noonan:
Image encryption using the two-dimensional logistic chaotic map. J. Electronic Imaging 21(1): 013014 (2012) - [i6]Yue Wu, Yicong Zhou, Joseph P. Noonan, Sos S. Agaian, C. L. Philip Chen:
A Novel Latin Square Image Cipher. CoRR abs/1204.2310 (2012) - [i5]Yue Wu, Sos S. Agaian, Joseph P. Noonan:
A New Family of Generalized 3D Cat Maps. CoRR abs/1205.3208 (2012) - [i4]Yue Wu, Sos S. Agaian, Joseph P. Noonan:
Sudoku Associated Two Dimensional Bijections for Image Scrambling. CoRR abs/1207.5856 (2012) - [i3]Yue Wu, Sos S. Agaian, Joseph P. Noonan:
A New Randomness Evaluation Method with Applications to Image Shuffling and Encryption. CoRR abs/1211.1654 (2012) - [i2]Yue Wu, Brian Tracey, Joseph P. Noonan:
James-Stein Type Center Pixel Weights for Non-Local Means Image Denoising. CoRR abs/1211.1656 (2012) - 2011
- [c5]Yue Wu, Pradeep Natarajan, Joseph P. Noonan, Rohit Prasad, Premkumar Natarajan:
Wavelet Band-pass Filters for Matching Multiple Templates in Real-time. BMVC 2011: 1-12 - [c4]Pradeep Natarajan, Yue Wu, Shirin Saleem, Ehry MacRostie, Frederick Bernardin, Rohit Prasad, Prem Natarajan:
Large-scale, real-time logo recognition in broadcast videos. ICME 2011: 1-4 - [c3]Yue Wu, Joseph P. Noonan, Sos S. Agaian:
A novel information entropy based randomness test for image encryption. SMC 2011: 2676-2680 - [c2]Yue Wu, Joseph P. Noonan, Sos S. Agaian:
Dynamic and implicit latin square doubly stochastic S-boxes with reversibility. SMC 2011: 3358-3364 - [i1]Yue Wu, Joseph P. Noonan, Sos S. Agaian:
Shannon Entropy based Randomness Measurement and Test for Image Encryption. CoRR abs/1103.5520 (2011) - 2010
- [c1]Yue Wu, Joseph P. Noonan, Sos S. Agaian:
Binary data encryption using the Sudoku block cipher. SMC 2010: 3915-3921
Coauthor Index
aka: Wael AbdAlmageed
aka: Prem Natarajan
aka: Russ Salakhutdinov
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