@article{paszke2019pytorch, title = {PyTorch: An Imperative Style, High-Performance Deep Learning Library}, author = {Adam Paszke and Sam Gross and Francisco Massa and Adam Lerer and James Bradbury and Gregory Chanan and Trevor Killeen and Zeming Lin and N. Gimelshein and L. Antiga and Alban Desmaison and Andreas Köpf and E. Yang and Zach DeVito and Martin Raison and A. Tejani and Sasank Chilamkurthy and Benoit Steiner and Lu Fang and Junjie Bai and Soumith Chintala}, journal={Neural Information Processing Systems}, year = {2019}, url = {dblp.org/rec/journals/corr/abs-1912-01703} } @article{madry2017towards, title = {Towards Deep Learning Models Resistant to Adversarial Attacks}, author = {A. Madry and Aleksandar Makelov and Ludwig Schmidt and Dimitris Tsipras and Adrian Vladu}, journal={International Conference on Learning Representations}, year = {2017}, url = {dblp.org/rec/conf/iclr/MadryMSTV18} } @article{gal2015dropout, title = {Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning}, author = {Y. Gal and Zoubin Ghahramani}, journal={International Conference on Machine Learning}, year = {2015}, url = {dblp.org/rec/journals/corr/GalG15} } @article{chollet2016xception, title = {Xception: Deep Learning with Depthwise Separable Convolutions}, author = {François Chollet}, journal={Computer Vision and Pattern Recognition}, year = {2016}, url = {dblp.org/rec/journals/corr/Chollet16a} } @article{liu2014deep, title = {Deep Learning Face Attributes in the Wild}, author = {Ziwei Liu and Ping Luo and Xiaogang Wang and Xiaoou Tang}, journal={IEEE International Conference on Computer Vision}, year = {2014}, url = {dblp.org/rec/journals/corr/LiuLWT14} } @article{qi2016pointnet, title = {PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation}, author = {C. Qi and Hao Su and Kaichun Mo and L. Guibas}, journal={Computer Vision and Pattern Recognition}, year = {2016}, url = {dblp.org/rec/journals/corr/QiSMG16} } @article{gulshan2016development, title = {Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs.}, author = {Varun Gulshan and L. Peng and Marc Coram and Martin C. Stumpe and Derek J. Wu and Arunachalam Narayanaswamy and Subhashini Venugopalan and Kasumi Widner and T. Madams and Jorge A Cuadros and R. Kim and R. Raman and Philip Nelson and J. Mega and D. Webster}, journal={Journal of the American Medical Association (JAMA)}, year = {2016}, url = {} } @article{zhang2016understanding, title = {Understanding deep learning requires rethinking generalization}, author = {Chiyuan Zhang and Samy Bengio and Moritz Hardt and B. Recht and Oriol Vinyals}, journal={International Conference on Learning Representations}, year = {2016}, url = {dblp.org/rec/conf/iclr/ZhangBHRV17} } @article{adadi2018peeking, title = {Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI)}, author = {Amina Adadi and M. Berrada}, journal={IEEE Access}, year = {2018}, url = {dblp.org/rec/journals/access/AdadiB18} } @article{ridley2022explainable, title = {Explainable Artificial Intelligence (XAI)}, author = {M. Ridley}, journal={Information Technology and Libraries}, year = {2022}, url = {} } @article{russell1995artificial, title = {Artificial Intelligence: A Modern Approach}, author = {Stuart J. Russell and Peter Norvig}, journal={arXiv preprint}, year = {1995}, url = {} } @article{ma2022artificial, title = {Artificial Intelligence A Modern Approach Global Edition}, author = {}, journal={arXiv preprint}, year = {2022}, url = {} } @article{holland1992adaptation, title = {Adaptation in Natural and Artificial Systems: An Introductory Analysis with Applications to Biology, Control, and Artificial Intelligence}, author = {J. Holland}, journal={arXiv preprint}, year = {1992}, url = {dblp.org/rec/books/mit/H1992} } @article{king2020problematic, title = {Problematic online gaming and the COVID-19 pandemic}, author = {Daniel L. King and P. Delfabbro and J. Billieux and M. Potenza}, journal={Journal of Behavioral Addictions}, year = {2020}, url = {} } @article{stevens2020global, title = {Global prevalence of gaming disorder: A systematic review and meta-analysis}, author = {Matthew W. R. Stevens and D. Dorstyn and P. Delfabbro and Daniel L. King}, journal={Australian and New Zealand journal of psychiatry (Print)}, year = {2020}, url = {} } @article{aarseth2017scholars, title = {Scholars’ open debate paper on the World Health Organization ICD-11 Gaming Disorder proposal}, author = {Espen Aarseth and Anthony M. Bean and H. Boonen and Michelle Colder Carras and Mark C. Coulson and Dimitri Das and J. Deleuze and Elza Dunkels and J. Edman and C. Ferguson and M. Haagsma and Karin Helmersson Bergmark and Zaheer Hussain and J. Jansz and Daniel Kardefelt-Winther and L. Kutner and P. Markey and R. Nielsen and N. Prause and Andrew K. Przybylski and T. Quandt and A. Schimmenti and V. Starcevic and G. Stutman and Jan Van Looy and A. V. Van Rooij}, journal={Journal of Behavioral Addictions}, year = {2017}, url = {} } @article{balhara2020impact, title = {Impact of lockdown following COVID-19 on the gaming behavior of college students}, author = {Y. Balhara and D. Kattula and Swarndeep Singh and Surekha Chukkali and R. Bhargava}, journal={Indian Journal of Public Health}, year = {2020}, url = {} } @article{männikkö2020problematic, title = {Problematic gaming behaviour and health-related outcomes: A systematic review and meta-analysis}, author = {Niko Männikkö and Heidi Ruotsalainen and J. Miettunen and H. Pontes and M. Kääriäinen}, journal={Journal of Health Psychology}, year = {2020}, url = {} } @article{gentry2019serious, title = {Serious Gaming and Gamification Education in Health Professions: Systematic Review}, author = {S. Gentry and Andrea Gauthier and Beatrice L'Estrade Ehrstrom and David Wortley and Anneliese Lilienthal and L. Tudor Car and Shoko Dauwels-Okutsu and C. K. Nikolaou and N. Zary and James Campbell and J. Car}, journal={Journal of Medical Internet Research}, year = {2019}, url = {} } @article{ko2020impact, title = {Impact of COVID-19 on gaming disorder: Monitoring and prevention}, author = {C. Ko and J. Yen}, journal={Journal of Behavioral Addictions}, year = {2020}, url = {} } @article{paulus2018internet, title = {Internet gaming disorder in children and adolescents: a systematic review}, author = {F. Paulus and S. Ohmann and A. von Gontard and C. Popow}, journal={Developmental Medicine \& Child Neurology}, year = {2018}, url = {} } @article{deterding2011gamification, title = {Gamification. using game-design elements in non-gaming contexts}, author = {Sebastian Deterding and M. Sicart and L. Nacke and K. O'hara and Dan Dixon}, journal={CHI Extended Abstracts}, year = {2011}, url = {dblp.org/rec/conf/chi/DeterdingSNOD11} } @article{petry2014an, title = {An international consensus for assessing internet gaming disorder using the new DSM-5 approach.}, author = {N. Petry and F. Rehbein and D. Gentile and Jeroen S. Lemmens and H. Rumpf and T. Mößle and G. Bischof and R. Tao and D. Fung and Guilherme Borges and M. Auriacombe and Angels González Ibáñez and Philip G. E. Tam and C. O'brien}, journal={Addiction}, year = {2014}, url = {} } @article{haarnoja2018soft, title = {Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor}, author = {Tuomas Haarnoja and Aurick Zhou and P. Abbeel and S. Levine}, journal={International Conference on Machine Learning}, year = {2018}, url = {dblp.org/rec/conf/icml/HaarnojaZAL18} } @article{mnih2016asynchronous, title = {Asynchronous Methods for Deep Reinforcement Learning}, author = {Volodymyr Mnih and Adrià Puigdomènech Badia and Mehdi Mirza and A. Graves and T. Lillicrap and Tim Harley and David Silver and K. Kavukcuoglu}, journal={International Conference on Machine Learning}, year = {2016}, url = {dblp.org/rec/journals/corr/MnihBMGLHSK16} } @article{mnih2013playing, title = {Playing Atari with Deep Reinforcement Learning}, author = {Volodymyr Mnih and K. Kavukcuoglu and David Silver and A. Graves and Ioannis Antonoglou and Daan Wierstra and Martin A. Riedmiller}, journal={arXiv.org}, year = {2013}, url = {dblp.org/rec/journals/corr/MnihKSGAWR13} } @article{park2020enhanced, title = {Enhanced Machine Learning Algorithms: Deep Learning, Reinforcement learning and Q-learning}, author = {Ji Su Park and J. Park}, journal={Journal of Information Processing Systems}, year = {2020}, url = {dblp.org/rec/journals/jips/ParkP20d} } @article{rakkini2022comprehensive, title = {Comprehensive overview on the deployment of machine learning, deep learning, reinforcement learning algorithms in Selfish mining attack in blockchain}, author = {M. J. Jeyasheela Rakkini and K. Geetha}, journal={2022 IEEE 2nd Mysore Sub Section International Conference (MysuruCon)}, year = {2022}, url = {} } @article{lillicrap2015continuous, title = {Continuous control with deep reinforcement learning}, author = {T. Lillicrap and Jonathan J. Hunt and A. Pritzel and N. Heess and T. Erez and Yuval Tassa and David Silver and Daan Wierstra}, journal={International Conference on Learning Representations}, year = {2015}, url = {dblp.org/rec/journals/corr/LillicrapHPHETS15} } @article{hasselt2015deep, title = {Deep Reinforcement Learning with Double Q-Learning}, author = {H. V. Hasselt and A. Guez and David Silver}, journal={AAAI Conference on Artificial Intelligence}, year = {2015}, url = {dblp.org/rec/journals/corr/HasseltGS15} } @article{xiong2018parametrized, title = {Parametrized Deep Q-Networks Learning: Reinforcement Learning with Discrete-Continuous Hybrid Action Space}, author = {Jiechao Xiong and Qing Wang and Zhuoran Yang and Peng Sun and Lei Han and Yang Zheng and Haobo Fu and T. Zhang and Ji Liu and Han Liu}, journal={arXiv.org}, year = {2018}, url = {dblp.org/rec/journals/corr/abs-1810-06394} } @article{zhu2020deep, title = {Deep‐learning artificial intelligence analysis of clinical variables predicts mortality in COVID‐19 patients}, author = {Jocelyn Zhu and Peilin Ge and Chun-guo Jiang and Yong Zhang and Xiaoran Li and Zirun Zhao and Liming Zhang and T. Duong}, journal={Journal of the American College of Emergency Physicians Open}, year = {2020}, url = {} } @article{hiraiwa2019a, title = {A deep-learning artificial intelligence system for assessment of root morphology of the mandibular first molar on panoramic radiography.}, author = {T. Hiraiwa and Y. Ariji and M. Fukuda and Yoshitaka Kise and K. Nakata and A. Katsumata and H. Fujita and E. Ariji}, journal={Dento maxillo facial radiology}, year = {2019}, url = {} } @article{lemley2017deep, title = {Deep Learning for Consumer Devices and Services: Pushing the limits for machine learning, artificial intelligence, and computer vision.}, author = {Joseph Lemley and S. Bazrafkan and P. Corcoran}, journal={IEEE Consumer Electronics Magazine}, year = {2017}, url = {dblp.org/rec/journals/cem/LemleyBC17} } @article{joonmyun2020application, title = {Application Trends of Deep Learning Artificial Intelligence in Autonomous Things}, author = {Cho Joonmyun}, journal={arXiv preprint}, year = {2020}, url = {} } @article{sung2018facilitating, title = {Facilitating deep-strategy behaviors and positive learning performances in science inquiry activities with a 3D experiential gaming approach}, author = {Han-Yu Sung and Gwo-jen Hwang and Po-Han Wu and Dai-Chi Lin}, journal={Interactive Learning Environments}, year = {2018}, url = {dblp.org/rec/journals/ile/SungHWL18} } @article{sridhar2020eeg, title = {EEG and Deep Learning Based Brain Cognitive Function Classification}, author = {S. Sridhar and V. Manian}, journal={De Computis}, year = {2020}, url = {dblp.org/rec/journals/computers/SridharM20} } @article{haensch2019the, title = {The Next Generation of Deep Learning Hardware: Analog Computing}, author = {W. Haensch and T. Gokmen and R. Puri}, journal={Proceedings of the IEEE}, year = {2019}, url = {dblp.org/rec/journals/pieee/HaenschGP19} } @article{zheng2022the, title = {The AI Economist: Taxation policy design via two-level deep multiagent reinforcement learning}, author = {Stephan Zheng and Alexander R. Trott and Sunil Srinivasa and David C. Parkes and R. Socher}, journal={Science Advances}, year = {2022}, url = {} } @article{gee2019designing, title = {Designing for deep learning in the context of digital and social media}, author = {J. Gee and M. Esteban-Guitart}, journal={Comunicar}, year = {2019}, url = {} } @article{pang2018toward, title = {Toward Smart and Cooperative Edge Caching for 5G Networks: A Deep Learning Based Approach}, author = {Haitian Pang and Jiangchuan Liu and Xiaoyi Fan and Lifeng Sun}, journal={International Workshop on Quality of Service}, year = {2018}, url = {dblp.org/rec/conf/iwqos/PangLFS18} } @article{teo2018eeg, title = {EEG-based excitement detection in immersive environments: An improved deep learning approach}, author = {J. Teo and J. Chia}, journal={arXiv preprint}, year = {2018}, url = {} } @article{breuer2017a, title = {A Deep Learning Perspective on the Origin of Facial Expressions}, author = {R. Breuer and R. Kimmel}, journal={arXiv.org}, year = {2017}, url = {dblp.org/rec/journals/corr/BreuerK17} } @article{zhao2022alphaholdem, title = {AlphaHoldem: High-Performance Artificial Intelligence for Heads-Up No-Limit Poker via End-to-End Reinforcement Learning}, author = {Enmin Zhao and Renye Yan and Jinqiu Li and Kai Li and Junliang Xing}, journal={AAAI Conference on Artificial Intelligence}, year = {2022}, url = {dblp.org/rec/conf/aaai/ZhaoYLLX22} } @article{ma2021algorithms, title = {Algorithms For Reinforcement Learning Synthesis Lectures On Artificial Intelligence And Machine Learning Epdf Read}, author = {}, journal={arXiv preprint}, year = {2021}, url = {} } @article{yang2021an, title = {An Information Fusion Approach to Intelligent Traffic Signal Control Using the Joint Methods of Multiagent Reinforcement Learning and Artificial Intelligence of Things}, author = {Xiaoxian Yang and Yueshen Xu and Li Kuang and Zhiying Wang and Honghao Gao and Xuejie Wang}, journal={IEEE transactions on intelligent transportation systems (Print)}, year = {2021}, url = {dblp.org/rec/journals/tits/YangXKWGW22} } @article{ribba2020model, title = {Model‐Informed Artificial Intelligence: Reinforcement Learning for Precision Dosing}, author = {B. Ribba and S. Dudal and T. Lavé and R. Peck}, journal={Clinical pharmacology and therapy}, year = {2020}, url = {} } @article{hrinivich2020artificial, title = {Artificial intelligence-based radiotherapy machine parameter optimization using reinforcement learning.}, author = {W. Hrinivich and Junghoon Lee}, journal={Medical Physics (Lancaster)}, year = {2020}, url = {} } @article{zoph2016neural, title = {Neural Architecture Search with Reinforcement Learning}, author = {Barret Zoph and Quoc V. Le}, journal={International Conference on Learning Representations}, year = {2016}, url = {dblp.org/rec/conf/iclr/ZophL17} } @article{iyer2018transparency, title = {Transparency and Explanation in Deep Reinforcement Learning Neural Networks}, author = {R. Iyer and Yuezhang Li and Huao Li and M. Lewis and R. Sundar and K. Sycara}, journal={AAAI/ACM Conference on AI, Ethics, and Society}, year = {2018}, url = {dblp.org/rec/journals/corr/abs-1809-06061} } @article{sun2021combining, title = {Combining Deep Reinforcement Learning With Graph Neural Networks for Optimal VNF Placement}, author = {Penghao Sun and Julong Lan and Junfei Li and Zehua Guo and Yuxiang Hu}, journal={IEEE Communications Letters}, year = {2021}, url = {dblp.org/rec/journals/icl/SunLLGH21} } @article{tang2021the, title = {The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning}, author = {Yujin Tang and David R Ha}, journal={Neural Information Processing Systems}, year = {2021}, url = {dblp.org/rec/journals/corr/abs-2109-02869} } @article{ma2021location, title = {Location- and Person-Independent Activity Recognition with WiFi, Deep Neural Networks, and Reinforcement Learning}, author = {Yongsen Ma and S. Arshad and Swetha Muniraju and E. Torkildson and Enrico Rantala and K. Doppler and Gang Zhou}, journal={ACM Trans. Internet Things}, year = {2021}, url = {dblp.org/rec/journals/tiot/MaAMTRDZ20} } @article{shan2021reinforcement, title = {Reinforcement Learning Enhanced Explainer for Graph Neural Networks}, author = {Caihua Shan and Yifei Shen and Yao Zhang and Xiang Li and Dongsheng Li}, journal={Neural Information Processing Systems}, year = {2021}, url = {dblp.org/rec/conf/nips/ShanSZLL21} } @article{wang2020gcn, title = {GCN-RL Circuit Designer: Transferable Transistor Sizing with Graph Neural Networks and Reinforcement Learning}, author = {Hanrui Wang and Kuan Wang and Jiacheng Yang and Linxiao Shen and Nan Sun and Hae-Seung Lee and Song Han}, journal={Design Automation Conference}, year = {2020}, url = {dblp.org/rec/journals/corr/abs-2005-00406} } @article{kirkpatrick2016overcoming, title = {Overcoming catastrophic forgetting in neural networks}, author = {J. Kirkpatrick and Razvan Pascanu and Neil C. Rabinowitz and J. Veness and Guillaume Desjardins and Andrei A. Rusu and Kieran Milan and John Quan and Tiago Ramalho and A. Grabska-Barwinska and D. Hassabis and C. Clopath and D. Kumaran and R. Hadsell}, journal={Proceedings of the National Academy of Sciences of the United States of America}, year = {2016}, url = {dblp.org/rec/journals/corr/KirkpatrickPRVD16} } @article{sun2020adversarial, title = {Adversarial Attacks on Graph Neural Networks via Node Injections: A Hierarchical Reinforcement Learning Approach}, author = {Yiwei Sun and Suhang Wang and Xianfeng Tang and Tsung-Yu Hsieh and Vasant G Honavar}, journal={The Web Conference}, year = {2020}, url = {dblp.org/rec/conf/www/SunWTHH20} } @article{yakan2022analysis, title = {Analysis of Development of Artificial Intelligence in the Game Industry}, author = {Sayid Adli Yakan}, journal={International Journal of Cyber and IT Service Management}, year = {2022}, url = {} } @article{brisson2021artificial, title = {Artificial Intelligence and Personalization Opportunities for Serious Games}, author = {António Brisson and G. Pereira and R. Prada and Ana Paiva and S. Louchart and N. Suttie and T. Lim and Ricardo Lopes and Rafael Bidarra and F. Bellotti and M. Kravcík and Maria Cristina Ferreira de Oliveira}, journal={Proceedings of the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment}, year = {2021}, url = {} } @article{reiners2021the, title = {The Combination of Artificial Intelligence and Extended Reality: A Systematic Review}, author = {D. Reiners and Mohammad Reza Davahli and W. Karwowski and C. Cruz-Neira}, journal={Frontiers in Virtual Reality}, year = {2021}, url = {dblp.org/rec/journals/frvir/ReinersDKC21} } @article{hanley2021games, title = {GAMES, game theory and artificial intelligence Game theory and artificial intelligence}, author = {J. Hanley}, journal={arXiv preprint}, year = {2021}, url = {} } @article{mintz2019introduction, title = {Introduction to artificial intelligence in medicine}, author = {Y. Mintz and R. Brodie}, journal={MITAT. Minimally invasive therapy \& allied technologies}, year = {2019}, url = {} } @article{zakaryan2021application, title = {Application of Artificial Intelligence (Neural Networks) in Education}, author = {A. Zakaryan}, journal={arXiv preprint}, year = {2021}, url = {} } @article{edwards2021artificial, title = {Artificial intelligence neural networks: Split personality}, author = {C. Edwards}, journal={Engineering \& Technology}, year = {2021}, url = {} } @article{akash2015artificial, title = {ARTIFICIAL INTELLIGENCE & NEURAL NETWORKS}, author = {M. Akash and Fiitjee}, journal={arXiv preprint}, year = {2015}, url = {} } @article{ahmed2011breast, title = {Breast Cancer Diagnosis Using Artificial Intelligence Neural Networks}, author = {Hoida Ali Abdalgadir Ahmed and Mohammed Hassen Hamza}, journal={arXiv preprint}, year = {2011}, url = {} } @article{ramlall2009artificial, title = {Artificial Intelligence: Neural Networks Simplified}, author = {Indranarain Ramlall}, journal={arXiv preprint}, year = {2009}, url = {} }