2021 IEEE International Conference on Development and Learning (IEEE ICDL 2021) will be held in a hybrid form between August 23 and August 26. Register now!

The 2021 IEEE International Conference on Development and Learning (IEEE ICDL 2021) will be held in a hybrid form between August 23 and August 26. Register now! https://icdl-2021.org/

IEEE Transactions on Neural Networks and Learning Systems: Volume 32, Issue 6, June 2021

 1) IncDet: In Defense of Elastic Weight Consolidation for Incremental Object Detection

Author(s): Liyang Liu; Zhanghui Kuang; Yimin Chen; Jing-Hao Xue; Wenming Yang; Wayne Zhang

Pages: 2306 - 2319

2) Maximum Information Exploitation Using Broad Learning System for Large-Scale Chaotic Time-Series Prediction

Author(s): Min Han; Weijie Li; Shoubo Feng; Tie Qiu; C. L. Philip Chen

Pages: 2320 - 2329

3) Broad Colorization

Author(s): Yuxi Jin; Bin Sheng; Ping Li; C. L. Philip Chen

Pages: 2330 - 2343

4) Stochastic Strongly Convex Optimization via Distributed Epoch Stochastic Gradient Algorithm

Author(s): Deming Yuan; Daniel W. C. Ho; Shengyuan Xu

Pages: 2344 - 2357

5) Formation Control With Collision Avoidance Through Deep Reinforcement Learning Using Model-Guided Demonstration

Author(s): Zezhi Sui; Zhiqiang Pu; Jianqiang Yi; Shiguang Wu

Pages: 2358 - 2372

6) Sparse Modal Additive Model

Author(s): Hong Chen; Yingjie Wang; Feng Zheng; Cheng Deng; Heng Huang

Pages: 2373 - 2387

7) Deep Blind Hyperspectral Image Super-Resolution

Author(s): Lei Zhang; Jiangtao Nie; Wei Wei; Yong Li; Yanning Zhang

Pages: 2388 - 2400

8) Toward Discriminating and Synthesizing Motion Traces Using Deep Probabilistic Generative Models

Author(s): Fan Zhou; Xin Liu; Kunpeng Zhang; Goce Trajcevski

Pages: 2401 - 2414

9) Deep Residual Autoencoders for Expectation Maximization-Inspired Dictionary Learning

Author(s): Bahareh Tolooshams; Sourav Dey; Demba Ba

Pages: 2415 - 2429

10) Location-Aware and Regularization-Adaptive Correlation Filters for Robust Visual Tracking

Author(s): Risheng Liu; Qianru Chen; Yuansheng Yao; Xin Fan; Zhongxuan Luo

Pages: 2430 - 2442

11) Numerical Spiking Neural P Systems

Author(s): Tingfang Wu; Linqiang Pan; Qiang Yu; Kay Chen Tan

Pages: 2443 - 2457

12) SP-GAN: Self-Growing and Pruning Generative Adversarial Networks

Author(s): Xiaoning Song; Yao Chen; Zhen-Hua Feng; Guosheng Hu; Dong-Jun Yu; Xiao-Jun Wu

Pages: 2458 - 2469

13) Fixed-Time Synchronization of Coupled Neural Networks With Discontinuous Activation and Mismatched Parameters

Author(s): Na Li; Xiaoqun Wu; Jianwen Feng; Yuhua Xu; Jinhu Lü

Pages: 2470 - 2482

14) Automatic Generation Control Based on Multiple Neural Networks With Actor-Critic Strategy

Author(s): Lei Xi; Junnan Wu; Yanchun Xu; Hongbin Sun

Pages: 2483 - 2493

15) Computing Primitive of Fully VCSEL-Based All-Optical Spiking Neural Network for Supervised Learning and Pattern Classification

Author(s): Shuiying Xiang; Zhenxing Ren; Ziwei Song; Yahui Zhang; Xingxing Guo; Genquan Han; Yue Hao

Pages: 2494 - 2505

16) Transfer Increment for Generalized Zero-Shot Learning

Author(s): Liangjun Feng; Chunhui Zhao

Pages: 2506 - 2520

17) Sparse Representations for Object- and Ego-Motion Estimations in Dynamic Scenes

Author(s): Hirak J. Kashyap; Charless C. Fowlkes; Jeffrey L. Krichmar

Pages: 2521 - 2534

18) Finite-/Fixed-Time Synchronization of Delayed Coupled Discontinuous Neural Networks With Unified Control Schemes

Author(s): Jian Xiao; Zhigang Zeng; Shiping Wen; Ailong Wu; Leimin Wang

Pages: 2535 - 2546

19) Scene Segmentation With Dual Relation-Aware Attention Network

Author(s): Jun Fu; Jing Liu; Jie Jiang; Yong Li; Yongjun Bao; Hanqing Lu

Pages: 2547 - 2560

20) SentiVec: Learning Sentiment-Context Vector via Kernel Optimization Function for Sentiment Analysis

Author(s): Luyao Zhu; Wei Li; Yong Shi; Kun Guo

Pages: 2561 - 2572

21) Adaptive NN Distributed Control for Time-Varying Networks of Nonlinear Agents With Antagonistic Interactions

Author(s): Qingling Wang; Haris E. Psillakis; Changyin Sun; Frank L. Lewis

Pages: 2573 - 2583

22) Robust Neurooptimal Control for a Robot via Adaptive Dynamic Programming

Author(s): Linghuan Kong; Wei He; Chenguang Yang; Changyin Sun

Pages: 2584 - 2594

23) Discriminative Ridge Machine: A Classifier for High-Dimensional Data or Imbalanced Data

Author(s): Chong Peng; Qiang Cheng

Pages: 2595 - 2609

24) Enhancing Explainability of Neural Networks Through Architecture Constraints

Author(s): Zebin Yang; Aijun Zhang; Agus Sudjianto

Pages: 2610 - 2621

25) Improved Linear Convergence of Training CNNs With Generalizability Guarantees: A One-Hidden-Layer Case

Author(s): Shuai Zhang; Meng Wang; Jinjun Xiong; Sijia Liu; Pin-Yu Chen

Pages: 2622 - 2635

26) C-CNN: Contourlet Convolutional Neural Networks

Author(s): Mengkun Liu; Licheng Jiao; Xu Liu; Lingling Li; Fang Liu; Shuyuan Yang

Pages: 2636 - 2649

27) Output-Feedback Robust Control of Uncertain Systems via Online Data-Driven Learning

Author(s): Jing Na; Jun Zhao; Guanbin Gao; Zican Li

Pages: 2650 - 2662

28) Inverse-Free Discrete ZNN Models Solving for Future Matrix Pseudoinverse via Combination of Extrapolation and ZeaD Formulas

Author(s): Yunong Zhang; Yihong Ling; Min Yang; Song Yang; Zhijun Zhang

Pages: 2663 - 2675

29) CASNet: A Cross-Attention Siamese Network for Video Salient Object Detection

Author(s): Yuzhu Ji; Haijun Zhang; Zequn Jie; Lin Ma; Q. M. Jonathan Wu

Pages: 2676 - 2690

30) Convolutional Neural Network With Developmental Memory for Continual Learning

Author(s): Gyeong-Moon Park; Sahng-Min Yoo; Jong-Hwan Kim

Pages: 2691 - 2705

31) Unsupervised Network Quantization via Fixed-Point Factorization

Author(s): Peisong Wang; Xiangyu He; Qiang Chen; Anda Cheng; Qingshan Liu; Jian Cheng

Pages: 2706 - 2720

32) Learning Tracking Control Over Unknown Fading Channels Without System Information

Author(s): Dong Shen; Xinghuo Yu

Pages: 2721 - 2732

33) Generating Face Images With Attributes for Free

Author(s): Yaoyao Liu; Qianru Sun; Xiangnan He; An-An Liu; Yuting Su; Tat-Seng Chua

Pages: 2733 - 2743

34) Hierarchical Human-Like Deep Neural Networks for Abstractive Text Summarization

Author(s): Min Yang; Chengming Li; Ying Shen; Qingyao Wu; Zhou Zhao; Xiaojun Chen

Pages: 2744 - 2757

35) Intelligent Trainer for Dyna-Style Model-Based Deep Reinforcement Learning

Author(s): Linsen Dong; Yuanlong Li; Xin Zhou; Yonggang Wen; Kyle Guan

Pages: 2758 - 2771

36) TAM: Targeted Analysis Model With Reinforcement Learning on Short Texts

Author(s): Junyang Chen; Zhiguo Gong; Wei Wang; Weiwen Liu; Ming Yang; Cong Wang

Pages: 2772 - 2781

37) q-Neurons: Neuron Activations Based on Stochastic Jackson’s Derivative Operators

Author(s): Frank Nielsen; Ke Sun

Pages: 2782 - 2789

38) A Hybrid CMOS-Memristive Approach to Designing Deep Generative Models

Author(s): Vivek Parmar; Manan Suri

Pages: 2790 - 2796

IEEE Transactions on Cognitive and Developmental Systems; Volume 13, Number 2, June 2021

 1. Guest Editorial Special Issue on Continual Unsupervised Sensorimotor Learning
Author(s): Nicolás Navarro-Guerrero;Sao Mai Nguyen;Erhan Oztop;Junpei Zhong

Pages: 234 - 238

2. CLIC: Curriculum Learning and Imitation for Object Control in Nonrewarding Environments
Author(s): Pierre Fournier;Cédric Colas;Mohamed Chetouani;Olivier Sigaud
Pages: 239 - 248

3. BND*-DDQN: Learn to Steer Autonomously Through Deep Reinforcement Learning
Author(s): Keyu Wu;Han Wang;Mahdi Abolfazli Esfahani;Shenghai Yuan
Pages: 249 - 261

4. Intrinsically Motivated Hierarchical Policy Learning in Multiobjective Markov Decision Processes
Author(s): Sherif Abdelfattah;Kathryn Merrick;Jiankun Hu
Pages: 262 - 273

5. Open-Ended Continuous Learning of Compound Goals
Author(s): Paresh Dhakan;Kathryn Kasmarik;Iñaki Rañó;Nazmul Siddique
Pages: 274 - 285

6. Effect Regulated Projection of Robot’s Action Space for Production and Prediction of Manipulation Primitives Through Learning Progress and Predictability-Based Exploration
Author(s): Serkan Bugur;Erhan Oztop;Yukie Nagai;Emre Ugur
Pages: 286 - 297

7. Autonomous Identification and Goal-Directed Invocation of Event-Predictive Behavioral Primitives
Author(s): Christian Gumbsch;Martin V. Butz;Georg Martius
Pages: 298 - 311

8. Where Do I Move My Sensors? Emergence of a Topological Representation of Sensors Poses From the Sensorimotor Flow
Author(s): Valentin Marcel;Sylvain Argentieri;Bruno Gas
Pages: 312 - 325

9. Vocal Imitation in Sensorimotor Learning Models: A Comparative Review
Author(s): Silvia Pagliarini;Arthur Leblois;Xavier Hinaut
Pages: 326 - 342

10. Speech Emotion Recognition Based on Robust Discriminative Sparse Regression
Author(s): Peng Song;Wenming Zheng;Yanwei Yu;Shifeng Ou
Pages: 343 - 353

11. A Novel Bi-Hemispheric Discrepancy Model for EEG Emotion Recognition
Author(s): Yang Li;Lei Wang;Wenming Zheng;Yuan Zong;Lei Qi;Zhen Cui;Tong Zhang;Tengfei Song
Pages: 354 - 367

12. Epileptic Signal Classification Based on Synthetic Minority Oversampling and Blending Algorithm
Author(s): Dinghan Hu;Jiuwen Cao;Xiaoping Lai;Junbiao Liu;Shuang Wang;Yao Ding
Pages: 368 - 382

13. Reconfiguration of Brain Network Between Resting State and P300 Task
Author(s): Fali Li;Chanlin Yi;Yuanyuan Liao;Yuanling Jiang;Yajing Si;Limeng Song;Tao Zhang;Dezhong Yao;Yangsong Zhang;Zehong Cao;Peng Xu
Pages: 383 - 390

14. A Novel Grip Force Cognition Scheme for Robot-Assisted Minimally Invasive Surgery
Author(s): Yongchen Guo;Bo Pan;Yili Fu;Max Q.-H. Meng
Pages: 391 - 402

15. Investigation of Local White Matter Properties in Professional Chess Player: A Diffusion Magnetic Resonance Imaging Study Based on Automatic Annotation Fiber Clustering
Author(s): Yuanjing Feng;Jiahao Song;Wenxuan Yan;Jingqiang Wang;Changchen Zhao;Qingrun Zeng
Pages: 403 - 415

16. Robot Multimodal Object Perception and Recognition: Synthetic Maturation of Sensorimotor Learning in Embodied Systems
Author(s): Raphaël Braud;Alexandros Giagkos;Patricia Shaw;Mark Lee;Qiang Shen
Pages: 416 - 428

17. A Hippocampal–Entorhinal System Inspired Model for Visual Concept Representation
Author(s): Huankun Sheng;Hongwei Mo;Christian-Marie Moanda Ndeko Mosengo
Pages: 429 - 441

Call for Papers
IEEE Transactions on Cognitive and Developmental Systems Special Issue on Prediction and Perception in Humans and Robots
Pages: 442 - 442

2021 Congress on Evolutionary Computation registration open!

The 2021 Congress on Evolutionary Computation will be held between 28/06/2021 and 01/07/2021. Register now!

𝐂𝐚𝐥𝐥𝐬 𝐟𝐨𝐫 𝐂𝐨𝐦𝐩𝐞𝐭𝐢𝐭𝐢𝐨𝐧 𝐒𝐮𝐛𝐦𝐢𝐬𝐬𝐢𝐨𝐧𝐬

𝐂𝐚𝐥𝐥𝐬 𝐟𝐨𝐫 𝐂𝐨𝐦𝐩𝐞𝐭𝐢𝐭𝐢𝐨𝐧 𝐒𝐮𝐛𝐦𝐢𝐬𝐬𝐢𝐨𝐧𝐬 With the IEEE Conference on Games 2021 around the corner, we would like to promote the many interesting competitions it offers. The following competitions are open for submissions: ▪️AI Snakes 2021 Competition ▪️AI Space Invaders 2021 Competition ▪️Bot Bowl III Competition ▪️Carle's Game Competition ▪️ColorShapeLinks AI Competition ▪️Dota 2 5v5 AI Competition ▪️Fighting Game AI Competition ▪️General Strategy Game AI Competition ▪️General Video Game AI: Single-Player Learning Competition ▪️Tactile Games Playtest Agent Competition ▪️Ludii AI Competition ▪️MicroRTS Competition ▪️Starcraft AI Competition ▪️Strategy Card Games AI Competition ▪️6th Angry Birds Level Generation The IEEE CIS Competitions Subcommittee is actively funding competition prizes for some of the competitions above. Further information on all the competitions and their respective submission deadlines can be found on the 3rd IEEE Conference on Games website. https://ieee-cog.org/2021/index.html#competitions_section

IEEE CIS Newsletter June Issue

Stay up-to-date with IEEE CIS society news and events by subscribing to our monthly newsletter: https://cis.ieee.org/publications/newsletter Check out our June issue now: https://newsletters.ieee.org/society/CI/2021/NL_TA_1007_2021_06_CIS_Newsletter.html

IEEE CIVEMSA 2021 Will be Held Virtually June 18-20

The 2021 IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (IEEE CIVEMSA 2021) will be held virtually between 18/06/2021 and 20/06/2021. Register now! https://civemsa2021.ieee-ims.org/registration/